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arXivNanyang Technological Korea Advanced Institute of Scie Peking Fairleigh Dickinson U Catania Multimodal reasoning

EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos

EgoTools introduces a dataset and benchmark for egocentric tool-use reasoning, showing current models struggle with visual grounding while training improves performance.

Shulin Tian, Junsu Kim, Shuai Liu, Hao Li and 16 more

Published Sep 30, 2026 · 0 citations · ▲ 67 on Hugging Face · Code ★ 9

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arXivPeking Nanyang Technological Tsinghua U Wisconsin–Madison Princeton Multimodal reasoning

BabyVision: Visual Reasoning Beyond Language

BabyVision benchmarks core visual reasoning without language and finds top MLLMs score far below human children.

Liang Chen, Weichu Xie, Yiyan Liang, Hongfeng He and 26 more

Published Jan 10, 2026 · 1 citation · ▲ 202 on Hugging Face · Code ★ 257

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72%Highly rated

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ACM Computing Surveys 2025Zhejiang U Washington Peking Nanyang Technological Alibaba Group Instruction tuning

Instruction Tuning for Large Language Models: A Survey

Instruction tuning surveys supervised fine-tuning of LLMs on instruction-output pairs to align next-word prediction with human intent, covering datasets, training, applications, and limitations.

Shengyu Zhang, Linfeng Dong, Xiaoya Li, Sen Zhang and 7 more

Published Nov 17, 2025 · 79 citations

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76%Highly rated

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TPAMI 2025Nanyang Technological Microsoft Vision-language models

Otter: A Multi-Modal Model With In-Context Instruction Tuning

Otter is a multi-modal model instruction-tuned with visual and textual in-context examples via the MIMIC-IT dataset, improving convergence and generalization on complex video and multi-image tasks.

Bo Li, Yuanhan Zhang, Liangyu Chen, Jinghao Wang and 5 more

Published May 20, 2025 · 75 citations · Code ★ 3,443

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ACL 2025Nanyang Technological Joint NTU-UBC Research Centre of LLM reasoning & chain of thought

SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs

SoftCoT uses a fixed assistant and projection module to generate soft reasoning tokens that boost LLM reasoning via parameter-efficient fine-tuning.

Yaogeng Xu, Xu Guo, Zhiwei Zeng, Chunyan Miao

Published 2025 · 14 citations

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84%Must read

NeurIPS 2026Nanyang Technological Ropedia Vision-language-action models

DynamicVLA: A Vision-Language-Action Model for Dynamic Object Manipulation

DynamicVLA combines efficient inference with continuous action streaming to fix latency-induced mismatches, improving dynamic manipulation success across synthetic and real-world benchmarks.

Haozhe Xie, Beichen Wen, Jiarui Zheng, Zhaoxi Chen and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 77 on Hugging Face · Code ★ 348

100% Readers1 of 1 upvoted

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75%Highly rated

NeurIPS 2026National University of Singapore National University of Singapore Nanyang Technological Singapore University of Technolo SMU Agent benchmarks & environments

MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome

MiroEval benchmarks multimodal deep research agents via process and outcome evaluation across 100 real-world tasks, finding process quality predicts outcomes and multimodal tasks reduce scores by 3, 10 points.

Fangda Ye, Yuxin Hu, Pengxiang Zhu, Yibo Li and 18 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 69 on Hugging Face · Code ★ 52

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NeurIPS 2026Fudan Nanyang Technological Software engineering agents

Agents as Neuro-Symbolic Reasoners: Path Feasibility Reasoning for Precise Static Bug Detection

Xueying Du, Kai Yu, Chong Wang, Yi Zou and 4 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Shenzhen The University of Nottingham Nin Nanyang Technological Molecules & drug discovery

DegradeQuery: Counterfactual Tuple Pretraining for Context-Aware PROTAC Degradation Prediction

Dong Xu, Zhangfan Yang, Jiantao Wu, Zexuan Zhu and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNanyang Technological A*STAR Shannon.AI Zero Gravity Labs 0G Labs Alignment & preference optimization

Inference-time Alignment via Sparse Junction Steering

Runyi Hu, Jie Zhang, Shiqian Zhao, Jiale Meng and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Fudan The Hong Kong University of Scie Efficient & distributed training

Advanced Routing as Regularization Allocation for Efficient Diffusion Transformer Training

Qin MA, XIAOQI SUN, bo li, Yuquan Zhou and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Nanyang Technological University Multi-agent LLM systems

Social Interaction Breaks Replicate Independence in Controlled-Clone LLM Agents

Yandan Zheng, Haoran Luo, Anh Tuan Luu

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNanyang Technological Skywork AI RL for LLMs

Negative-Only Policy Optimization for One-Sided Verifiable Rewards

Jiacheng Xu, Shuo He, Fuxiang Zhang, Chaojie Wang and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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69%Highly rated

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NeurIPS 2026U Oxford / Martian U Oxford Independent Martian Google DeepMind Explainable AI

Chain-of-Thought Is Not Explainability

Fazl Barez, Tung-Yu Wu, Iván Arcuschin Moreno, Michael Lan and 12 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Hong Kong University of Science Inception Institute of Artificia 3D vision & reconstruction

BudSplat: Feed-forward 3D Gaussian Splatting under a Rendering Budget

MUYU XU, Fangneng Zhan, Yu Wei, Ling Shao and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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69%Highly rated

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NeurIPS 2026Shanghai Jiaotong Nanyang Technological Speech recognition

Do Speech BCIs Need Larger Models? Rethinking Neural Decoding beyond Scaling

Zehui Feng, Weichuan Wang, Xiaohan Chen, Cuntai Guan and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong Polytechnic Hong Kong University of Science Southern University of Science a Nanyang Technological Rutgers RL for LLMs

Train at the Moving Edge: Rollout-Efficient RL for Large Reasoning Models

Jiahao Wu, Ning Lu, Shengcai Liu, Kun Wang and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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69%Highly rated

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NeurIPS 2026Nanyang Technological Shanghai Jiao Tong Vision-language models

More Than Meets the Eye? Uncovering the Reasoning-Planning Disconnect in Training Vision-Language Driving Models

Xurui Song, Shuo Huai, Jingjing Jiang, Jiayi Kong and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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67%Highly rated

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NeurIPS 2026Huazhong University of Science a Nanyang Technological Shanghai Artificial Intelligence Mohamed bin Zayed University of Wuhan Multimodal hallucination

Object Hallucination Mitigation in Large Vision-Language Models via Self-Vision Dual Masking and Uncertainty-Triggered Assembly

Ziji Sheng, Guiyao Tie, Weidong Wang, Jiawen Shi and 7 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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67%Highly rated

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NeurIPS 2026HubSpot, Inc.Huazhong University of Science a Nanyang Technological Wuhan U Warwick Adversarial robustness

Cross-Model Transfer Attacks against Large Vision-Language Models via Model Diversity Enrichment and Stochastic Parameter Sampling

Zhenze Yang, Xiaowen Cai, Junhao Dong, Guangke Chen and 7 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Xidian Nanyang Technological University Diffusion models

PRISM: Human Point Cloud Reconstruction via Skeleton-Guided Diffusion from MmWave Radar

Jiacheng Huang, Long Tian, Yuan Liu, Andy Khong

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026B0Labs, N2TP Technology Nanyang Technological N2TP N2TP Technology Solutions JSC Hanoi University of Pharmacy Deep learning theory

Spectral Identifiability for World Models: Polynomial Projectors, Resolvent Stability, and a Krylov Bottleneck

Phan Quoc Hung Mai, Duc H Nguyen, Luong Doan, Ngoc Mai Vu and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing University of Aeronautic Nanyang Technological Tsinghua China Telecom Tsinghua University, Tsinghua Multi-agent LLM systems

EvoInspect: A Unified Self-Evolving Multi-Agent Framework for Industrial Hardware Inspection

Zhuyun Yuan, Jiming Zhang, Haoyuan Sun, Jun Yin and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026City University of Hong Kong Nanyang Technological U Hong Kong Harbin Institute of Technology City University of Hong Kong Vision-language models

MedVIGOR: Visual Evidence Internalization for Observation-Driven Reasoning in Medical VLMs

Yuan Wu, Jiayu Qian, Sipeng Wu, Songpan Gao and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Johns Hopkins Univeristy Nanyang Technological Fairness & bias

New Coresets for Fair Clustering

Xuan Wu, Chansophea Wathanak In, Yi Li

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Shanghai Jiaotong Tencent Youtu Tencent Youtu Lab Tongji The International Digital Econom Visual grounding

HiLoc: A Hierarchical Representation Method for Spatial Localization in Multimodal Large Language Models

Evelyn Zhang, Fufu Yu, Hanjun Li, Aoqi Wu and 7 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026School of Computer Science and NTU Nanyang Technological Controllable generation

MobTA: Bus-Conditioned Zero-Shot Trajectory Generation via Task Arithmetic

SHUAI LIU, Ning Cao, Yue Jiang, Gao Cong

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Sun Yat-sen Xiamen Nanyang Technological SUN YAT-SEN UNIVERSITY Sun Yat-Sen Graph neural networks

SGNNBench: A Holistic Evaluation of Spiking Graph Neural Networks on Large-scale Graphs

Huizhe Zhang, Jintang Li, Yuchang Zhu, Huazhen Zhong and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026nanjing university Australian National Nanyang Technological National University of Singapore Nanjing Diffusion models

Beyond the Dirac Delta: Mitigating Diversity Collapse in Reinforcement Fine-Tuning for Image Generation

Jinmei Liu, Haoru Li, Zhenhong Sun, Chaofeng Chen and 5 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026City University of Hong Kong The Chinese University of Hong K Nanyang Technological Zhejiang Vision-language models

RobustPruner: Decoupled Relevance and Uncertainty for Efficient Visual Token Pruning in MLLMs

Hanwei Zhu, Junhan Fu, Xi Zhang, Jiamang Wang and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological School of electrical and electro Datasets & benchmarks

WirelessMathBench-XL: A Contamination-Audited Benchmark for Wireless Mathematical Reasoning

Xin Li, Mengbing Liu, Yiyang Zhu, WENHE ZHANG and 3 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Alibaba Group Peking Meituan 3D generation

Plan4D: Generative Plannable 4D Worlds

Hangwei Zhang, Rujing Dang, Ruimin Lin, Jiahong Wu and 2 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026OralNanyang Technological U Science and Technology of Chin USTC Microsoft Research NTU Multimodal reasoning

Thinking with Images as Continuous Policy: Numerical Visual Chain-of-Thought

Kesen Zhao, Beier Zhu, Junbao Zhou, Xingyu Zhu and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Wuhan National University of Singapore Renmin University of China U California, San Diego Nanyang Technological Backdoors & data poisoning

Consistency-Verified Backdoor Defense for Federated Graph Learning via Cross-Layer Drift

Yanwen Jia, Yinuo Zhang, Zitong Shi, Yuxin Wu and 5 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026International Digital Economy Ac Tongji Guangdong OPPO Mobile Telecommun Nanyang Technological Bytedance LLM agents & planning

AgenTracer-v2: Agentic Failure Tracer for LLM Agentic Systems

Guibin Zhang, Haoyu Lu, Junhao Wang, He Zhu and 3 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Wuhan National University of Singapore Renmin University of China Tsinghua U California, San Diego Graph generation

E²Gen: Evidential Energy-Based Generation for Fair Federated Graph Learning

Jingbo Wang, Zitong Shi, Yuxin Wu, Zihan Tan and 5 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Nanyang Technological Yonsei Korea Advanced Institute of Scie Diffusion models

Systematic Hazard Sampling: Minimal-Variance Inference for Discrete Diffusion and Flow Models

Seunghwan Jang, Wonje Jeung, SooJean Han

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026National University of Singapore Nanyang Technological Tongji Harvard Medical School U Southern California Adversarial robustness

Even Sailors Need Calm Seas: Taming the Geometry of VLMs for Fast Adversarial Fine-Tuning

Yuqing Wen, Junhao Dong, Ting Peng, Xudong Zhang and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Georgia Institute of Technology U Washington Washington University, Saint Lou U Sydney Agent memory

When Should Agents Remember? Falsification-Gated Self-Evolution for LLM Agents

Runxuan Tang, Haoyu Gao, Yuyan Ding, Junyi Yao and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hangzhou Dianzi Nanyang Technological Institute of automation, Chinese Tianjin Normal Alignment & preference optimization

META-PAP: Meta-learning for Prompt-aware Preference Pairing in LLM Alignment

Pinlong Zhao, Shiyu Hu, Jing Zhang, Mengyang Li

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Ant International Group Ant International, Ant Group Ant International U Science and Technology of Chin Nanyang Technological Mixture of experts

Capricorn: Highly Efficient and Secure Mixture of Experts Inference Framework

Lushan Song, Xiaojian Liang, Shishuai Du, Jun J Sim and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of Chin Nanyang Technological National University of Singapore LLM agents & planning

Breadcrumbing Search Agents: Per-Turn Scheming Over Long-Horizon Trajectories

Xuebin Li, Hanqing Zhao, Siyuan Liang, Kejiang Chen and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Electronic Science and Technol Nanyang Technological Guangming Laboratory Unified multimodal models

BRACE: Bipolar Reference-Aware Calibration and Estimation for Incomplete Multimodal Learning

Ruiting Dai, Zesen Cai, XiaoYu Zhao, Yiting Huang and 3 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Shandong National University of Singapore Nanyang Technological University Nanyang Technological Federated learning

Geometry-Regularized Collapse Resistance via Consensus Enhancement for Federated Learning

Jingjing Zhu, Zhuang Qi, Lei Meng, Han Yu and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological National University of Singapore Nanjing University of Posts and Nanyang Technological University South China University of Techno Federated learning

Distributionally Robust Black Box Optimization-based Bidding Strategy in Auction-based Federated Learning

Xiaoli Tang, Zhuang Qi, Ying-Peng Tang, Xianjie Guo and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightNanyang Technological The Institute of Statistical Mat Learning theory

Toward Minimal-dimensional Convex Calibrated Surrogate Losses for Classification with Rejection

Yuzhou Cao, Han Bao, Bo An

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong University of Scie Nanyang Technological The Hong Kong University of Scie Huawei Technologies Ltd.Hong Kong University of Science Meta, transfer & few-shot learning

Curvature-Guided Parameter Initialization for Multi-Task Learning

Linxiao Cao, Zhipeng Zhou, Xutao Huang, Min Zhou and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Electronic Science and Technol Southern University of Science a The Chinese University of Hong K Nanyang Technological Efficient inference & serving

PAC Reasoning: Controlling the Performance Loss for Efficient Reasoning

Hao Zeng, Jianguo Huang, Bingyi Jing, Hongxin Wei and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026VinUniversity Nanyang Technological Griffith Vietnam National University Hano Hanoi University of Science and LLM evaluation & benchmarks

Benchmarking Vietnamese Legal Knowledge of Large Language Models

Dong N Tien, Nguyen Minh-Anh, Thanh D Hoang, Nguyen T Ngoc and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Hanoi National Economics Nanyang Technological N2TP Technology Solutions JSC B0Labs, N2TP Technology N2TP AI policy & governance

Learning in Policy Transparency Games: Wedge Structure and Adaptive Certification

Nguyen T Uyen, Khanh N Quoc, Duc H Nguyen, Ngoc Mai Vu and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026N2TP Nanyang Technological B0Labs, N2TP Technology N2TP Technology Solutions JSC Posts & Telecommunications I Physics-informed ML & PDEs

SympFNO: Structure-Preserving Fourier Neural Operators for Physical Surrogate Modeling

Luong Doan, Duc H Nguyen, Khanh N Quoc, Phan Quoc Hung Mai and 6 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological SenseTime International Northwest Polytechnical Universi Ropedia S-Lab, Nanyang Technological Vision-language-action models

Apple-$\pi$: Benchmarking Thinking with Video Towards Law-Grounded Physical Intelligence

Runmao Yao, Kairui Hu, Yukang Cao, Ruisi Wang and 10 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Wuhan University & Shanghai WeChat AI Alaya Lab Nanyang Technological The University of Tokyo Datasets & benchmarks

GameVerse: A Minute-Scale Gameplay Dataset for Long-Horizon Interactive World Modeling

Kang He, Wenshuo Peng, Chuanhao Li, Zihui Gao and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U North Carolina at Chapel Hill National University of Singapore U California, Santa Barbara Harvard University, Harvard Nanyang Technological Test-time compute

Denoising Time Matters: Diverse Generation in Diffusion Language Models

jingxuan wu, Zhenglin Wan, Yuzhe YANG, Yiqiao Huang and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Nanyang Technological National University of Singapore Centre for Frontier AI Research,U North Carolina at Chapel Hill A*STAR LLM agents & planning

Calibration Is Not Control: Intervention Advantage for LLM-Agent Oversight

Chubin Zhang, Zhenglin Wan, Xingrui Yu, jingxuan wu and 4 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological National University of Singapore JD Explore Academy A*STAR U Sydney Multi-agent LLM systems

FlowLeak: Coverage-Guided Extraction of Dynamic Workflows in LLM-Based Multi-Agent Systems

Zhiyao Ren, Siyuan Liang, Yibing Zhan, Jun L Tan and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Chinese University of Hong K Nanyang Technological Saarland Informatics Campus, Max The Chinese University of Hong K Microsoft Research Video generation

GeoMemory: Geometry-Indexed Memory for Long-Horizon Interactive Video Generation

Junchao Huang, Xinting Hu, Boyao Han, Shaoshuai Shi and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Multi-agent LLM systems

WURI: Watching Unfolding Risk in Agent Interactions

Yiyang Duan, Tiantong Wu, Yurong Hao, Wei Yang Bryan Lim

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Oxford VGG, University of Oxford Nanyang Technological Meta and University of Oxford Diffusion models

Track4D: Representing Dense 3D Tracking for Video Diffusion Models

Yushi LAN, Zeren Jiang, Kelvin Zheng Li, Xingang Pan and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Oxford VGG, University of Oxford Nanyang Technological Meta and University of Oxford Controllable generation

Holo4D: Holistic 4D Reconstruction as Geometric Control for Video Diffusion

Yushi LAN, Zeren Jiang, Koichi Namekata, Xingang Pan and 2 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological LLM reasoning & chain of thought

Large Language Models as Graph Computational Solvers via Topology-aware Residual Attention

Wei Zhuo, Siqiang Luo

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Tsinghua Nanyang Technological University RL for LLMs

HyperSkill: Training-Free Omnimodal GRPO via Hypergraph-Indexed Skill-Library Evolution

Haoran Luo, Shangkai Lin, Jinyang Wu, XINLIANG ZHOU and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Beijing University of Aeronautic Beihang Nanyang Technological Federated learning

Stability-Enhanced Federated Learning with Accelerated Gradient

Tianxiang Chen, Wenjie Hou, Feng Wang, Tiantong Wang and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Agency for Science, Technology a A*STAR Long-context modeling

Resilient Latent Readouts for Long-Context Question Answering

Jingyi Liao, Wenhao Sun, YITING LI, Zhao Jin and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Agency for Science, Technology a Nanyang Technological I2R, A*STAR The Chinese University of Hong K National Environment Agency Spatio-temporal forecasting

GeoRad-3D: Factorized Geometry Transport and Residual Radiometry for 3D Radar Nowcasting

YITING LI, Zihan Zhou, Shengkai Chen, Jing Zhang and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Wuhan Nanyang Technological Chinese Academy of Sciences Instruction tuning

Aligned LoRA Updates via Intrinsic Geometry for Federated Low-Rank Adaptation

Yihao Yang, Jian Liang, Wenke Huang, He Li and 2 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Nanyang Technological Institute of Microelectronics of City University of Hong Kong LLM reasoning & chain of thought

Interleaved Latent Thinking and Adaptive Termination for Efficient Reasoning LLMs

Zhao Jin, Rong-Cheng Tu, Wenhao Sun, Qi Guo and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026City University of Hong Kong Nanyang Technological Beihang The University of Sydney U Wisconsin - Madison Efficient attention & state-space models

LAPrune: Logits-Aligned Scoring Proxy for KV Pruning via Vector Quantization

Mingyang Yu, Rong-Cheng Tu, Yifu Ding, Hanqing Zhao and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological IDEA Wuhan East China Normal City University of Hong Kong Instruction tuning

FLoRA-Chef: Making A Good LoRA Recipe in Federated Generalization

Wenwen He, Wenke Huang, Yiyan Qi, He Li and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SpotlightWuhan Nanyang Technological Unified multimodal models

Complexity-Aware LoRA Aggregation for Modality-Heterogeneous Federated Person Re-identification

Kunyang Lv, Wenke Huang, Wenwen He, Bin Yang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Sun Yat-Sen SUN YAT-SEN UNIVERSITY Guangzhou Singapore University of Technolo Nanyang Technological AI oversight & deception

MLLM-Edit: Benchmarking Image Forgery Detection and Localization under MLLM-based Editing

Zeqin Yu, Ye Tian, Jian Zhang, Jiangqun Ni and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong Polytechnic Singapore Management Nanyang Technological Jilin Hong Kong Polytechnic LLM pretraining & scaling laws

Language Models Demand New Computer Science

Chang Yang, Xinrun Wang, Shuxin Li, Qinggang Zhang and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026OralNanyang Technological Ant International Group Ant International, Ant Group U Science and Technology of Chin Privacy

Felid: A Flexible and Efficient Design for Transformer Fine-Tuning over Encrypted Data

Linru Zhang, Jun J Sim, Xiangning Wang, Jiahao Zhong and 10 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Meituan TU Berlin / BIFOLD Southeast Time series foundation models

Process-conditioned Pretraining with Topographic Spatial Retrieval for Large EEG Models

Yi Ding, Muyun Jiang, Weibang Jiang, Shuailei Zhang and 5 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Squirrel Ai Learning Nanyang Technological Peking Peking University; Microsoft Res Microsoft Research Asia Biosignals & wearables

DEFT: Disentanglement-Enhanced Fine-Tuning for EEG Foundation Models

Yuqiu Deng, Muyun Jiang, Zongpeng Zhang, Mingqing Xiao and 7 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Nanyang Technological The University of Hong Kong Meituan U Science and Technology Beijing Southeast Unified multimodal models

LEAF: Language-EEG Aligned Foundation Model for Brain-Computer Interfaces

Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Wu Mengjun and 9 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Federated learning

Pointillism: Probing-Based Model Compatibility for Robust Collaborative Machine Learning

Yang Li, Adams Wai Kin Kong

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Adversarial robustness

FusionAudit: Pathway-Conditioned Robustness Auditing for Native Multimodal Models

Jiaming Zhang, Zherui Li, Siqi Guo, Junhao Dong and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Institute of Computing Technolog Beihang U the Chinese Academy of Science Fudan Adversarial robustness

Omni-Safety under Cross-Modality Conflict: Vulnerabilities, Dynamic Mechanisms and Efficient Alignment

Kun Wang, Zherui Li, Zhenhong Zhou, Jie Zhang and 7 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tongji DAMO Academy, Alibaba Group Alibaba Group Shandong Zhejiang Embodied agents

Benchmarking Fine-Grained Spatio-Temporal Awareness in Embodied Brain Models

Minghao Zhu, Zhikai Wang, Ronghao Dang, Bohan Hou and 9 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026The Chinese University of Hong K Tongji Shanghai Jiao Tong Shanghai Jiaotong Zhejiang Robot manipulation

OmniDex: Scaling Dexterous Hand Grasping to Diverse Cluttered Scenes

Naiyu Fang, Zhongjin Luo, Yuxin Mo, Siyuan Huang and 6 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Renmin University of China Nanyang Technological 3D vision & reconstruction

CoLa3D: Composable Latent 3D Decomposition

Xudong Cai, Yongcai Wang, Deying Li, Chuanxia Zheng

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Sun Yat-Sen Tencent Tsinghua University, Tsinghua U Chinese Academy of Sciences Deep RL

DUDS: Dual-stage Data Selection for Efficient Reinforcement Learning with Verifiable Rewards

Hongling Zheng, Li Shen, Zichuan Lin, Jiafei Lyu and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Illinois Chicago U Illinois at Chicago Illinois Institute of Technology U Washington State University of New York at Agent benchmarks & environments

JARVIS-Bench: Benchmarking Personal Intelligence Agents on Long-Horizon Real-User Daily Traces

Weizhi Zhang, Wei-Chieh Huang, Yueqing Liang, Liwei Jiang and 36 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Southern California Stevens Institute of Technology Westlake peking university Institute of automation, Chinese Image recognition

PhysGraphNet: Physical-State Scene Graphs via Latent Graph Reasoning and Counterfactual Supervision

Zhengtao Yao, Runhao Li, Yan Wen, Guang Yang and 6 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026peking university National University of Singapore Westlake U Southern California Nanyang Technological Medical imaging

Align as You Couple: Learning Spatial Resolved Inference from H&E Images with Mollified Flow Matching

Rongchao Zhang, Guangyuan Dong, Siheng Wang, Zhengtao Yao and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026HKUST The Hong Kong University of Scie CISPA Helmholtz Center for Infor The Chinese University of Hong K Southern University of Science a Vision-language models

Learning When to Think: Dual-Reference Offline Optimization for Adaptive VLM Reasoning

Hongbin Lin, Sizhe Zou, Juangui Xu, Xinyue Xu and 5 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological National University of Singapore Mohamed bin Zayed University of Adversarial robustness

The Web Doesn't Sit Still: Adversarial Self-Evolving Attacks on Search Agents

Geyuan Wang, Shunyu Liu, Siyuan Liang, Chenyang Lyu and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Science Tokyo Nanyang Technological Tokyo Institute of Technology Graph neural networks

Joint Certification for Attributed Graphs: Beyond Topology-Only Robustness

Blaise Delattre, Hengyu WU, Wei Yang Bryan Lim, Yang Cao

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Eindhoven University of Technolo Nanyang Technological Delft University of Technology Eindhoven University of Technolo Deep RL

PDHFormer: Progressive Dual-Head Transformer for Behavioral Choice Prediction

Hao Zhou, Jing Chen, Yaoxin Wu, Jie Gao and 1 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Singapore Management Nanjing University of Posts and Nanyang Technological Nanjing University of Science an Visual grounding

QGround: Condition-Wise Evidence Aggregation for 3D Grounding with 2D VLMs

Fengyun Wang, Jian Wang, Dingwei Zhang, Jinhui Tang and 1 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Singapore Management Nanyang Technological Nanjing University of Informatio National University of Singapore Deep RL

SimpleEvol: Efficient Intelligence Conversion via Less Human Prior in Automated Heuristic Design

Jianghan Zhu, Cong Zhang, Rongjie Zhu, CHI ZHANG and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Nanyang Technological Beijing University of Post and T Monash Beijing Institute of Computer Te National University of Singapore LLM agents & planning

MMGraph-Agent: Agentic Multimodal RAG via Cache-Inspired Multimodal Knowledge HyperGraphs

Haoran Luo, Ziyue Zhu, Shangyang Wu, LINHAO LUO and 7 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tsinghua Shenzhen International Tsinghua Nanyang Technological Great Bay Shenzhen Semi- & weakly supervised learning

View Confidence Perception-Driven Incremental Prediction for Incomplete Multi-view Multi-label Learning

Pingzhu Liu, Chunming He, Zunnan Xu, Zhirui Fang and 3 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Institute of Science Tokyo Tokyo Institute of Technology Capital Normal Beijing Institute of Technology The University of Queensland Instruction tuning

Align Before Aggregation: Basis-Consistent Federated LoRA under Heterogeneous Ranks

Pengpeng Qiao, Yang Cao, Lingling Zhang, Guo Cheng and 4 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Tsinghua Peking University, Tsinghua Peking Central South Institute of automation, Chinese Multimodal reasoning

Unveiling Fine-Grained Visual Traces: Evaluating MultiModal Interleaved Reasoning Chains in Multimodal STEM Tasks

StepSTEM introduces 283 graduate-level STEM problems with strictly complementary visual-textual inputs to evaluate cross-modal reasoning via step-level alignment, revealing current MLLMs achieve only 38.29% accuracy due to heavy reliance on text.

Jing Jin, Hao Liu, Yan Bai, Yihang Lou and 8 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face

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NeurIPS 2026Huazhong University of Science a Alibaba Group Dalian University of Technology Nanyang Technological Chongqing Alignment & preference optimization

Explaining and Breaking the Safety-Helpfulness Ceiling via Preference Dimensional Expansion

MORA rewrites prompts to expand multi-dimensional reward diversity and breaks the safety-helpfulness trade-off, improving sequential single-preference alignment by up to 12.4% and simultaneous alignment by 4.6%.

ShiYing Huang, Liang Lin, Yuer Li, Kaiwen Luo and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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NeurIPS 2026Tulane Nanyang Technological U Melbourne Image recognition

Adapting in the Dark: Efficient and Stable Test-Time Adaptation for Black-Box Models

BETA uses a local steering model and prediction harmonization to stabilize black-box test-time adaptation with zero extra API queries and large accuracy gains.

Yunbei Zhang, Shuaicheng Niu, Chengyi Cai, Feng Liu and 1 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Shanghai Jiao Tong AMAP, Alibaba Group Nanyang Technological JD Explore Academy TTI Chicago Video generation

PermaVid: Consistent Video Generation Across Edits via Disentangled Context Memory

PermaVid disentangles video memory into RGB appearance and depth structure with edit-aware updates to maintain long-term consistency across modifications.

Shuai Yang, Bingjie Gao, Ziwei Liu, Jiaqi Wang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 6 on Hugging Face · Code ★ 44

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NeurIPS 2026Uppsala Nanyang Technological SMU Alibaba DAMO Test-time compute

Self-Rewarding Sequential Monte Carlo for Masked Diffusion Language Models

Self-rewarding sequential Monte Carlo improves masked diffusion language model sampling via trajectory-level confidence weights across parallel particles, boosting quality without training.

Ziwei Luo, Ziqi Jin, Lei Wang, Lidong Bing and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 5 on Hugging Face · Code ★ 16

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