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88%Must read

arXivNational University of Singapore Harbin Institute of Technology Video generation

FrameMorrow: Future-guided Frame Selection with Prospective Tokens for Long-Horizon Video Generation

FrameMorrow guides historical frame selection via prospective tokens representing future needs, improving consistency and quality across diverse long-horizon video generators.

Bo Yin, Xiaobin Hu, Jiaqi Zhao, Shuicheng Yan

Published Sep 30, 2026 · 0 citations · ▲ 105 on Hugging Face · Code ★ 29

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arXivNational University of Singapore Robot manipulation

Agent Priors-guided Policy Learning

Agent Priors-guided Policy Learning embeds structural priors in skill interfaces to enable compositional and out-of-distribution skill generalization.

Puming (Oscar) Jiang, Tao Hu, Haozhe Du, Yibo Li and 3 more

Published Sep 28, 2026 · 0 citations · ▲ 84 on Hugging Face · Code ★ 3

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arXivU Waterloo Duke National University of Singapore LLM agents & planning

X-Tree: Tokenizing Reusable Experience for Efficient Agent Generalization

X-Tree learns reusable hierarchical skills from agent trajectories and improves success rates up to 5.8% across web and science benchmarks.

Sitao Cheng, Xunjian Yin, Zhiyuan Sun, Yuxuan Li and 3 more

Published Sep 26, 2026 · 0 citations · ▲ 76 on Hugging Face · Code ★ 2

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arXivU Science and Technology of Chin Meituan Wuhan National University of Singapore LLM agents & planning

PluginRSI: Recursive Improvement of Agent Harnesses with Reusable Plugins

PluginRSI evolves agent harnesses via reusable plugins, improving over existing methods and accelerating optimization on unseen tasks.

Yaorui Shi, Yuchun Miao, Yuxin Chen, Jiayuan Zhang and 4 more

Published Sep 26, 2026 · 0 citations · ▲ 7 on Hugging Face

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ACL 2025Singapore-MIT Alliance for Resea National University of Singapore Massachusetts Institute of Techn Efficient inference & serving

TETRIS: Optimal Draft Token Selection for Batch Speculative Decoding

TETRIS selects optimal draft tokens for batch speculative decoding, improving inference speed and efficiency across varied batch sizes.

Zhaoxuan Wu, Zijian Zhou, Arun Kumar Verma, Alok Prakash and 2 more

Published 2025 · 0 citations

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EMNLP 2025FindingsSingapore-MIT Alliance for Resea National University of Singapore Agency for Science, Technology a Systems, Applications & Products AI Singapore LLM pretraining & scaling laws

Uncovering Scaling Laws for Large Language Models via Inverse Problems

Inverse problem methods uncover scaling laws for large language models, revealing predictive relationships between model size, data, and performance from abstract evidence.

Arun Verma, Zhaoxuan Wu, Zijian Zhou, Xiaoqiang Lin and 14 more

Published 2025 · 0 citations

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ACM Transactions on Knowledge Discovery from Data 2024U Science and Technology of Chin National University of Singapore Graph neural networks

Enhancing Out-of-distribution Generalization on Graphs via Causal Attention Learning

Causal attention learning via backdoor adjustment separates causal and shortcut graph features to improve out-of-distribution generalization of GNNs.

Yongduo Sui, Wenyu Mao, Shuyao Wang, Xiang Wang and 3 more

Published Feb 6, 2024 · 31 citations

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Agency for Science, Technology a National University of Singapore Singapore-MIT Alliance for Resea Chinese University of Hong Kong,LLM pretraining & scaling laws

Position Paper: Data-Centric AI in the Age of Large Language Models

This position paper argues for data-centric AI in the age of large language models and proposes research directions.

Xinyi Xu, Zhaoxuan Wu, Rui Qiao, Arun Verma and 15 more

Published 2024 · 2 citations

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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 2026SpotlightNational University of Singapore Deep learning theory

Point-to-Manifold Geometry: Flexibly Overcoming the Curse of Dimensionality in Neural Computational Units

Rohan Ghosh, Mehul Motani

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

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NeurIPS 2026National University of Singapore U Science and Technology of Chin Vision-language models

Diffusion Thinking for Fast Long-Form Spatial Reasoning in Vision--Language Models

Zhitao Zeng, weitao Du, Yueming Jin

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

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NeurIPS 2026Shanghai Jiao Tong Northeastern Vietnam Academy of Science and T National University of Singapore Training dynamics

Two-Clustering Regime of Token Dynamics in Causal Attention

Trinh Nguyen, Duy-Tung Pham, Hoang-Son Do, Tan Nguyen 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 2026National University of Singapore Shanghai Jiaotong Code generation

SpecBridge: Learning Natural-Language Formalization Plans for the Formal Specification Synthesis Task

Wenjie Zhang, Yun Lin, Zining He, Meiqi Wu 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 2026national university of singaore,National University of Singapore 3D vision & reconstruction

EmbodiedObject: All-in-One Object Understanding with SLAT

Seungjun Lee, Zihan Wang, Gim Hee Lee

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

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NeurIPS 2026Shanghai Jiao Tong National University of Singapore Shanghai Jiaotong East China Normal Shanghai Institute of Aerospace Software engineering agents

Enhancing Agentic Code Localization with Traceability Recovered from Repository Evolution

Yiming Liu, Binhang Qi, Weiyu Kong, Jiawei Liu 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 2026Tsinghua National University of Singapore UBC Bayesian & probabilistic methods

How Much Information is Needed for Accurate Kalman Filtering?

Wenhan Cao, Xuyang Chen, Shuyuan Wang, Lin Zhao

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

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NeurIPS 2026Chang'an Chang‘an National University of Singapore Chang’an Vision-language models

Omni-SpikeDet: A Spiking Open-World Detector with Dynamic Text–Image Alignment

Ziqi Li, Tao Gao, Ting Chen, Xin Zhang and 3 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026National University of Singapore National university of Singapore U Michigan - Ann Arbor Image restoration

PolarScale: A Physics-Grounded Benchmark for Radiometrically Consistent RGB-to-Stokes Estimation

Beibei Lin, Tingting Chen, Xin Zhang, Wenhao Zhao 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 2026National University of Singapore Unified multimodal models

FuseAdapt: Adaptation-Space Fusion for Multi-Modal Semantic Segmentation with Missing Modalities

Xin Zhang, Robby Tan

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

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NeurIPS 2026National University of Singapore Singapore Management national university of singaore,AI oversight & deception

LLM-enabled Applications Require Systematic Threat Monitoring

Yedi Zhang, Haoyu Wang, XIANGLIN YANG, Jin Song Dong 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 2026National University of Singapore Independent Researcher FPT Japan Activation steering

Revisiting Activation Steering Through an Optimization Lens

Ryan Lee, Dung V Nguyen, Minh Hieu Vu, Noelle Y.L. Wong 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 2026SUN YAT-SEN UNIVERSITY National University of Singapore Central South Wuhan Knowledge editing

Internalize External Competence for Visual Instruction Editing

Wenjun Huang, Rui Zhao, Suyang Hou, Jiahao Tang 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 2026Lanzhou National University of Singapore SUN YAT-SEN UNIVERSITY Beijing Institute of Technology Controllable generation

FlowTrack: Controlling Edit-Signal Execution in Inversion-Free Flow Video Editing

Jielun Zhong, Di Wang, Jisheng Dang, Leigang Qu 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 2026School of Computer Science and U California, Irvine National University of Singapore Utopai Studios Video generation

PAI-Actor: Cinematic Multi-Actor Character Replacement in Dynamic Scenes

Heyuan Gao, Bangxun Tang, Yiren Song, Guian Fang 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 2026National University of Singapore UC Berkeley NUS, CMU Fairness & bias

Treat Bias as Noise: Training Bias-Robust LLM Reasoning via Reinforcement Learning

Qian Wang, Xuandong Zhao, Zirui Zhang, Zhanzhi Lou 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 2026The Hong Kong University of Scie National University of Singapore The Hong Kong University of Scie Hong Kong University of Science Adversarial robustness

Is Your LLM-as-a-Recommender Agent Trustable? LLMs' Recommendation is Easily Hacked by Biases (Preferences)

Zichen TANG, Zirui Zhang, Qian Wang, Zhenheng Tang 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 2026National University of Singapore national university of singaore,Tianjin Code generation

The Locality Cost of Semantic Patch Self-Distillation

Xi Weng, Zhaoyu Liu, lianyu hu, Jin Song Dong

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

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NeurIPS 2026Politecnico Milan, University of National University of Singapore U Milan U Iowa Learning theory

Strongly Adaptive Online Learning with Time-Varying Movement Cost

Andrew Jacobsen, Hao Qiu, Emmanuel Esposito, Mengxiao Zhang

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

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NeurIPS 2026National University of Singapore National University of Singapore Learning theory

Tree-Sliced Orlicz Integral Probability Metric

Tuan Hoang, Trung-Khang Tran, Viet-Hoang Tran, Tan Nguyen

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 Test-time compute

Confidence-Calibrated Inference Expansion for Evaluator-Guided Test-Time Reasoning

Weida Liang, Kenji Kawaguchi

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

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NeurIPS 2026National University of Singapore Department of Computer Science a Nanjing Xi'an University of Posts a Institute of Automation, Chinese Molecules & drug discovery

Pareto Preference Optimization for Structure- and Stability-Aware RNA Inverse Folding

Minghao Sun, Hanqun Cao, Zhou Zhang, Chen Wei and 9 more

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

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NeurIPS 2026National University of Singapore National University of Singapore Bayesian & probabilistic methods

Conformal Prediction for Distribution-to-Distribution Regression

Trung-Khang Tran, Tuan Hoang, Viet-Hoang Tran, Tan Nguyen

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

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NeurIPS 2026SpotlightShanghai Jiao Tong Northeastern National University of Singapore Vietnam Academy of Science and T LLM pretraining & scaling laws

First-Token Attraction in Mamba Dynamics

Trinh Nguyen, Duy-Tung Pham, Minh-Khoi Nguyen-Nhat, Hoang-Son Do and 2 more

Sydney Poster Session 6, Thu, Dec 10, 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 2026National University of Singapore Multimodal reasoning

TIGER: Bridging the Multimodal Reasoning-Access Gap via Modality Counterfactuals

Gregory Kang Ruey Lau, Huynh Minh Nguyen, Bryan Kian Hsiang Low

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

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NeurIPS 2026National University of Singapore Bandits & online learning

Bayesian Test-Time Inference of Task-Aligned Similarity from Weak Interactive Feedback

Weida Liang, Kenji Kawaguchi

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

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NeurIPS 2026U Science and Technology of Chin Anew therapeutics Ant Group Southern University of Science a Peking Proteins

FoldAbS: Repurposing the Protein Folding Model as a Foundation Encoder for Antibody Screening

Jun Wu, FANDI WU, Xinyuan Zhu, Dawei Huang 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 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 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 2026Southeast Institute of automation, Chinese National University of Singapore Multimodal hallucination

Attention Heads are Complementary Visual Units: Mitigating Hallucinations in LVLMs via Adaptive Visual Cues Focusing

Zhenglin Hua, Yutong Xie, Yaxin Hou, Jiawei Tang 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 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 2026U California, Los Angeles NVIDIA Huazhong University of Science a National University of Singapore Jailbreaks & red teaming

MetaPI: Constructing Prompt Injection Benchmarks from Any Agent Benchmarks

Peiran Wang, Chong Xiang, Wenjie Qu, Ying Li and 3 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · 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 2026Yale National University of Singapore Yale University & Cisco Foun Autoregressive generation

Demystifying Classifier-Free Guidance for Auto-Regressive Image Generation

Zhiling Zhou, Jiachun Pan, Fengzhuo Zhang, Dirk Bergemann and 1 more

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

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NeurIPS 2026National University of Singapore Yale national university of singaore,Yale University & Cisco Foun Alignment & preference optimization

Rethinking "RL Generalizes, SFT Memorizes": The Role of SFT Data

Yunlong Hou, Fengzhuo Zhang, Yuan Cheng, Jiachun 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 2026National University of Singapore Video generation

ApertureAttn: Native 4K Video Generation with Image-Only Supervision

Ruonan Yu, Zigeng Chen, Zhenxiong Tan, Songhua Liu and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · 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 2026Shanghai Jiaotong National University of Singapore Shanghai Jiao Tong Learning theory

No Free Best-of-Both-Worlds Learning in Repeated Bilateral Trade

Yutian Cheng, Canzhe Zhao, Jingye Zhao, Shuai Li

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

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NeurIPS 2026The Hong Kong University of Scie National University of Singapore Shanghai Jiao Tong Multi-agent RL

Improved Sample Complexity for Markov Games via Variance-Aware Bandit Learning

Hanbin Zhou, Canzhe Zhao, Shuai Li

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

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NeurIPS 2026National University of Singapore Chinese University of Hong Kong The Hong Kong University of Scie Mechanistic interpretability

Concept-Based Mechanistic Interpretability Needs a Concrete Evaluation Paradigm

Yiming Tang, Qinglin Qi, LIN Zheng, Dianbo Liu

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

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NeurIPS 2026Hangzhou Dianzi Peking Northeastern National University of Singapore Machine unlearning

METAFORGET: Audit-Driven Update-Policy Learning for Reliable Language Model Unlearning

Pinlong Zhao, Xiaoling Zhou, Zhou Zhaoting, Guangyuan Dong

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

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NeurIPS 2026Seoul National U Michigan - Ann Arbor National University of Singapore Optimization

A Unified Semismooth Newton Approach to Multitask and Multivariate Square-Root Lasso Problems

Dongwon Kim, Taehyoung Kim, Sungdong Lee, Joong-Ho (Johann) Won

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 Image recognition

ProAlign: Progressive Positional and Prototype-Guided Alignment for Aerial-Ground Person Re-Identification

Qiao Li, Jing Chen, Cong Wu, Kun He and 2 more

Sydney Poster Session 6, Thu, Dec 10, 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 2026National University of Singapore GANs & VAEs

Transporting Quantiles to Codebook: Scalable Vector Quantization without Codebook Collapse

Yuwei Zeng, Zekun Shi

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 2026SpotlightChinese Academy of Sciences, Ins ShanghaiTech National University of Singapore The Chinese University of Hong K Institute of Automation, Chinese Molecules & drug discovery

Binding Mode Matters: Hotspot-Aware Drug Discovery via Explorative Preferences

Dingshuo Chen, Hao Yang, Kuangqi Zhou, Zhixun Li 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 2026Princeton National University of Singapore AutoML & architecture search

Understanding Randomization in Greedy Model Search

Xin Chen, Jason Klusowski, Yan Shuo Tan, Chang Yu

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

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NeurIPS 2026Peking Jilin New York Institute of Technology Beijing University of Aeronautic Capital Normal Video-language models

Behavior Pack Optimization for Video MLLM Post-Training

Zhaolu Kang, Shiyu Liu, Tailong Luo, Wei Zhang and 11 more

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

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NeurIPS 2026U Shanghai for Science and Techn Renmin University of China National University of Singapore UCLA | Tencent Hunyuan Universiti Malaya Efficient attention & state-space models

Task-Aware KV Cache Compression for LLM Agents via Utility-Driven Step Pruning

Yusen Wu, Yefan Wang, Jia Yee Tan, Guangyuan Dong 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 2026The University of Warwick National University of Singapore Indian Institute of Science Causal inference

Weighted Sampling for Online Causal Discovery

Arnab Bhattacharyya, Philips George John, Sayantan Sen, Naganand Yadati

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

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NeurIPS 2026National University of Singapore Peking 3D generation

LoopNav: Benchmarking Spatial Consistency in World Models

Kewei Lian, Shaofei Cai, Yitao Liang, Anji Liu

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

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NeurIPS 2026Peking Tencent AI for Life Science Lab National Center for Protein Scie Tsinghua University, Tsinghua The Chinese University of Hong K Molecules & drug discovery

MolSpecFlow: Modality-Incomplete Molecular--Spectral Learning for MS/MS

Yu Wang, Fan Yang, Kaikun Xu, Li Hao 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 2026Beijing University of Post and T Beijing University of Posts and National University of Singapore Griffith CSIRO Data61 Adversarial robustness

CrossSteer:Cross-Modal Safety Steering for Audio-Language Models

Houde Dong, Weifei Jin, Yuxin Cao, Wei Song 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 2026National University of Singapore Vision-language models

Position: Telic Errors Make VLMs Unreliable Annotators in Sensitive Contexts

Kokil Jaidka, Insyirah Mujtahid, Chebrolu Niranjan, Sahajpreet Singh

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

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NeurIPS 2026U Florida National University of Singapore Graph neural networks

SAG-Sep: Sparse Augmented Graphs and Onion-Guided Search for Rounded Capacity Cut Separation

Haoran Liu, Guanyi Wang, Yu Yang

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

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NeurIPS 2026U Science and Technology of Chin National University of Singapore Alibaba Group Tencent AI oversight & deception

Rubric-Align: Safety Alignment through Dynamically Co-Evolving Rubrics

Ruipeng Wang, Junfeng Fang, Houcheng Jiang, Kai Tang 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 2026SpotlightHarbin Institute of Technology Harbin Institute of Technology National University of Singapore Harbin Institute of Technology, Pengcheng Laboratory Knowledge editing

Breaking Information Islands in Sparse Tuning via Small-World Connectivity

Xianchao Guan, Zijun Xiong, Yifeng Wang, Yubo Cui 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 2026National University of Singapore Learning theory

On Minimizing Regret in Fixed-Confidence $\varepsilon$-Best Arm Identification

Tianyuan Jin, Junwen Yang, Vincent Tan

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

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NeurIPS 2026National University of Singapore Beijing University of Aeronautic Institute of Computing Technolog Hasso Plattner Institute National Univ. of Singapore In-context learning & prompting

Knowing You before You Speak: User State Modeling for LLM-Based Personalized Dialogue

jiani luo, Xiaoyan Zhao, Yang Zhang, Shuyi Miao 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 2026UC Louvain NVIDIA National University of Singapore UCLA KTH Royal Institute of Technolog ML systems & compilers

Speeding up Log-Sum-Exp: Kernel Fusion at the Memory Wall, Integer Arithmetic at the Compute Wall

Lingyun Yao, Martin Andraud, Niki Loppi, Andrea Pilzer 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 2026CMU, Carnegie Mellon National University of Singapore Carnegie Mellon DEVCOM Army Research Laboratory Google Deepmind / Harvard Navigation & SLAM

Trajectory Planning without Trajectory Data: A Manifold-Guided Approach

Silong Yong, Anji Liu, Cunxi Dai, Carl Busart and 4 more

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

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NeurIPS 2026National University of Singapore national university of singapore Huazhong University of Science a Video-language models

From Finding to Linking: Benchmarking and Advancing Cross-Long-Video Reasoning for Multimodal LLMs

Meng Luo, Zikang Zhou, Shanqing Xu, Shize Zhang 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 2026Carnegie Mellon Rice CMU, Carnegie Mellon National University of Singapore School of Computer Science, Carn Efficient attention & state-space models

Vortex: Efficient and Programmable Sparse Attention Serving

Zhuoming Chen, Xinrui Zhong, Qilong Feng, Ranajoy Sadhukhan 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 2026National University of Singapore Lawrence Livermore National Labs U Manchester Bayesian & probabilistic methods

Regret-Based $(\epsilon,\delta)$-optimal Stopping Criteria for Bayesian Optimization

Haowei Wang, Jingyi Wang, Qiyu Wei

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

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NeurIPS 2026National University of Singapore national university of singaore,Yale Vision-language models

SP$^2$ec: Adaptive Self-Speculative Decoding for Vision-Language Models

Yuqi Huang, Xingyao Li, Yunlong Hou, Fengzhuo Zhang and 2 more

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

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NeurIPS 2026National University of Singapore Peking Offline RL

Iterative Latent Refinement for Value Learning in Offline Goal-Conditioned RL

Daoxin Li, Songcheng Xu, Guozhang Chen

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

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