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arXivU Science and Technology of ChinMeituanWuhanNational University of SingaporeLLM 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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lenient 5/5
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NeurIPS 2026SUN YAT-SEN UNIVERSITYNational University of SingaporeCentral SouthWuhanKnowledge 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 2026The Chinese University of Hong KU Hong KongWuhanBaiduBaidu Inc.3D vision & reconstruction

Latent Spatial Reasoning: Building Innate 3D Awareness via Latent-Space Distillation

Ruifei Zhang, Xiangru Lin, Haoyuan Li, Wei 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 2026Huazhong University of Science aNanyang TechnologicalShanghai Artificial IntelligenceMohamed bin Zayed University of WuhanMultimodal 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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NeurIPS 2026SoutheastWuhanLa TrobeU WollongongMulti-agent LLM systems

Integrating Strengths of Different Multi-Agent Workflows via Step-Aware Hybrid Topology Planning

Jingxuan Yu, Ju Jia, Yiqian Chen, Yuchong Chen 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 2026HubSpot, Inc.Huazhong University of Science aNanyang TechnologicalWuhanU WarwickAdversarial 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 2026WuhanWuhan University of TechnologyMolecules & drug discovery

Bridging Sequence and Structure with Unified Domain Adaptation for Drug-Target Interaction Prediction

Mingcan Yuan, He Li, Zhiyi Ju, Mang Ye 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 2026FudanZhejiangByteDance Inc.Tencent Youtu LabWuhanTokenization

Not All Tokens Should Be Treated Equally: Context Credits Reassignment

Shujian Gao, Yuan Wang, Jiamei Yan, Penghao Zhou 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 2026Wuhan universityWuhanWuhan University of Science and Wuhan University of Science and ILCC, University of EdinburghWatermarking & AI-text detection

RobustStress: Stress-Testing AI-Generated Text Detectors under Gradual Perturbations

Youcheng Yan, Jinshuo Liu, Qiyuan Li, Xinya Liu 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 2026MBZUAIMohamed bin Zayed University of ZhejiangWuhanHallucination & factuality

When Copying Is Hard: Copy-Constrained Decoding for Exact Span Reproduction

Jinghui Zhang, Lang Gao, Zongfang Liu, Ruihong Zeng 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 2026WuhanNational University of SingaporeRenmin University of ChinaU California, San DiegoNanyang TechnologicalBackdoors & 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 2026WuhanNational University of SingaporeRenmin University of ChinaTsinghuaU California, San DiegoGraph 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 2026WuhanMulti-agent LLM systems

MASTA: A Feedback-Scheduled Multi-Agent System for End-to-End Tamarin Protocol Modeling and Analysis

Yongkang Xiao, Qiyi Deng, Jing Chen, Min Shi 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 2026, WuhanWuhanVideo understanding

SCG-HF: Semantic Consistency Grouping for Hierarchical Fusion in Video Emotion Recognition

Muci Li, Yujing Rao, He Li, Mang Ye

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

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AI panel: 1 of 10 reviewers recommend it
lenient 1/5
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NeurIPS 2026TongjiWuhanSegmentation

Beyond Token Representations: Explicit Visual Object Grounding for Video Reasoning Segmentation

Jun Huang, zhangjunyang, Zijie Yue, Bingkun Wang 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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AI panel: 1 of 6 reviewers recommend it
lenient 1/5
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NeurIPS 2026School of Robotics, WuhanWuhanSoutheastDiffusion models

CoVisIT: Cross-modal Prior Guided Diffusion Model for Visible-to-Infrared Image Translation

Linfeng Tang, Tong Hu, Zizhuo Li, Hao Zhang 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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lenient 1/5
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NeurIPS 2026SoutheastWuhanRemote sensing

PIU-CR: Physics-Informed Deep Unfolding Network with SAR-Optical Image Fusion for Cloud Removal

Gengque Fan, Han Xu, Junxi Li, Hao Zhang 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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AI panel: 1 of 4 reviewers recommend it
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NeurIPS 2026WuhanWuhan universitySoutheastSchool of Robotics, WuhanWuhan University of TechnologyImage editing

G2Fusion: Geometric-to-Generative Image Fusion via Registration-Restoration Evolution

Hao Zhang, Douyu Wu, Han Xu, Linfeng 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 2026WuhanU MacauShanghai Jiao TongBFH - Bern University of AppliedEfficient inference & serving

FELPS: Fair and Efficient Scheduling for Multi-LoRA Serving System

Yukai Ding, Chuang Hu, Fangcheng Fu, Xinyan Li 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
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NeurIPS 2026Shanghai Jiao TongWuhanTest-time compute

When Does Structure Help? Statistical Tradeoffs for Structured Reverse Processes in Diffusion Large Language Models

Ruofeng Yang, Jingyuan Liu, Shuai Li

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

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NeurIPS 2026OralAnt GroupSichuanMohamed Bin Zayed University of WuhanSouth China University of TechnoObject detection

Can We Model the Artifacts Explicitly? Disentangle Artifacts via Pairwise Edit Relations for Image Manipulation Localization

Xuekang Zhu, Kaiwen Feng, Ruifeng Wang, Xiwen Wang 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 2026Wuhan University & Shanghai WeChat AIAlaya LabNanyang TechnologicalThe University of TokyoDatasets & 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 2026WuhanU DenverMulti-agent LLM systems

CacheMAS: Cache Communication for Single-Pass, Jointly-Optimized Multi-Agent Systems

Chao Ouyang, Yuyang Bai, Jun Zhang, Tianlu Gao and 3 more

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

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NeurIPS 2026WuhanNational University of SingaporeImage 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 2026JD.comWuhanXi'an Jiaotong University &Sun Yat-sanJD RetailImage editing

GMO-E²DIT: Grounded Multi-Operation Editing for E-Commerce Images

Zipeng Guo, Xiaoan Liu, Lichen Ma, Cheng Wang and 8 more

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

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NeurIPS 2026WuhanNanyang TechnologicalChinese Academy of SciencesInstruction 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 2026SpotlightNational University of Defense TBeijing University of Posts and U the Chinese Academy of ScienceChina University of Geosciences Institute of Microelectronics ofRemote sensing

GeoG2U-Bench: When Does Generation Help Understanding in Ultra-High-Resolution Remote Sensing?

Fengxiang Wang, Yueying Li, Mingshuo Chen, Boya Miao 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 2026Nanyang TechnologicalIDEAWuhanEast China NormalCity University of Hong KongInstruction 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 2026SpotlightWuhanNanyang TechnologicalUnified 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 2026, WuhanWuhanSoochowVision-language models

Listening to the Retriever: Perturbation-Sensitive Question Selection for Interactive Person Retrieval

Yunhui Shao, Yang Bai, Shuai You, Bin Yang and 3 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026WuhanDalian University of TechnologyNavigation & SLAM

PHIONet: Port Hamiltonian Inertial Odometry Network

Hechuan Shen, Jian Zhang, Yingmin Liang

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

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NeurIPS 2026Huazhong University of Science aHubeiWuhanRemote sensing

RaVF: Learning Radar Velocity Fields via Spatial-Doppler Guidance

SHENGPENG WANG, Lingzhen Li, Chunshen Li, Fei Xiao 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 2026Renmin University of ChinaAlibaba GroupBeijing University of AeronauticWuhanKnowledge editing

MuEdit: An efficient multi-task editing method towards inter-domain knowledge conflicts

Songshi Liang, Ting-En Lin, Zixuan Huang, Yuchuan Wu 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 2026WuhanWeBank and HKUSTVision-language models

PRISM: Spectral Pruning and Reconstruction for Parameter-Efficient Model Merging of MLLMs

Wuxuan Shi, Haotian Chen, He Li, Qiang Yang 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 2026WuhanImage recognition

Prototype Topology Consistency for Visible-Infrared Lifelong Person Re-Identification

Tan Shang, Zhijie Lu, Wuxuan Shi, He Li 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 2026Nanyang TechnologicalSun Yat-SenTencentTsinghua University, TsinghuaU Chinese Academy of SciencesDeep 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 2026WuhanA*STAR SingaporeAgency for Science, Technology aWuhan University, ChinaSingapore ManagementPrivacy

On the Feasibility of Identity Manipulation for Diffusion-Based Face Privacy Preservation

Xuemei Jia, JIAWEI DU, Jiawei Liu, xin 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 2026WuhanILCC, University of EdinburghML systems & compilers

STParOpt: An End-to-End Framework for Execution-Aware Parallelism Inference and Optimized CUDA Migration

Meng Wang, Jinshuo Liu, Weiran Pian, Feiyang Wen 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 2026Wuhan Univ.WuhanAustralian NationalSelf-supervised vision

DynaProto: Dynamic Prototypical Contrast for Temporally Consistent Object-Centric Learning

Tianran Ouyang, Peiqin Xu, Xingping Dong, Kaihao Zhang and 1 more

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

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NeurIPS 2026SoutheastU Science and Technology BeijingWuhanDiffusion models

V2VFusion: Text-Controlled Video-to-Video Diffusion for Degradation-Aware Video Fusion

Jiajun Chen, Han Xu, Yunfei Huang, Zhuoya Zhang 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 2026WuhanRemote sensing

View-Spectral Reconciliation Learning for Text-based Multispectral Aerial–Ground Person Re-Identification

Zhongao Zhou, Bin Yang, Yuxuan Zhao, Yudi Xie 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 2026SpotlightWuhanNational University of SingaporeRenmin University of ChinaChina Three GorgesU California, San DiegoInstruction tuning

Structure vs. Chaos: Asymmetric Entropic Optimization for Enforcing Instruction Hierarchy

Tianxiao Huang, Xinwei Liu, Zitong Shi, Yuxin Wu and 4 more

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

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NeurIPS 2026WuhanMulti-agent LLM systems

Market-Based Runtime Resource Allocation for LLM Multi-Agent Systems

Yixue Huang, Mingxin Wang, Hao Li, Hao Jiang

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026WuhanUtrechtVideo-language models

Training-free Focus-Ambient Retention for Memory-Efficient Video Large Language Models

Haozheng Zeng, Qi Bi, Gui-Song Xia

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

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NeurIPS 2026SoutheastWuhanUnified multimodal models

MODULE: A Mutual-Promoting Deep Unfolding Framework Towards Degradation-Robust Multi-modal Image Fusion

Han Xu, Yunfei Deng, Jiayi Ma, Guangcan Liu

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

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NeurIPS 2026SpotlightUC San DiegoShanghai JiaotongU Science and Technology of ChinJD.comZhejiangVideo-language models

AdaCodec: A Predictive Visual Code for Video MLLMs

AdaCodec uses predictive visual codes to send full reference frames only when unpredictable, cutting video MLLM tokens by 7x while improving long-video benchmark scores and reducing latency.

Haowen Hou, Zhen Huang, Zheming Liang, Qingyi Si and 7 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face

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lenient 4/5
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NeurIPS 2026WuhanHarbin Institute of Technology, Tsinghua University, TsinghuaTsinghuaAlignment & preference optimization

Alignment Imprint: Zero-Shot AI-Generated Text Detection via Provable Preference Discrepancy

Deriving an alignment imprint from LLM preference tuning, LAPD detects AI-generated text with 45.82% relative gains over baselines via statistically guaranteed preference discrepancy.

Junxi Wu, Kailin Huang, Dongjian Hu, Bin 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 2026The University of MelbourneU MelbourneWuhanAlexandru Ioan CuzaU Hong KongMultimodal reasoning

RAIL: Rethinking Auditory Intelligence in Large Audio-Language Models with a CHC-Grounded Benchmark

RAIL introduces a CHC-based benchmark evaluating LALMs across five auditory cognitive abilities, revealing highly uneven performance among 26 state-of-the-art models.

Hongyu Jin, Siyi Wang, Yang Xiao, Jiaheng Dong and 9 more

Published 2026 · ▲ 5 on Hugging Face

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lenient 4/5
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NeurIPS 2026The University of Hong KongThe Chinese University of Hong KWuhanHuazhong University of Science aDiffusion models

EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting

EO-WM is a diffusion transformer that forecasts satellite imagery via physically structured weather conditioning and improves vegetation-decline prediction accuracy by up to 7.8% on new diagnostic benchmarks.

Junwei Luo, Shuai Yuan, Zhenya YANG, Yansheng Li and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face · Code ★ 33

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lenient 5/5
medium 6/10
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92%Must read
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NeurIPS 2026WuhanAlibaba GroupU Science and Technology of ChinMohamed bin Zayed University of SoutheastMultimodal reasoning

DocScope: Benchmarking Verifiable Reasoning for Trustworthy Long-Document Understanding

DocScope benchmarks verifiable long-document reasoning via structured trajectory evaluation, finding correct answers rarely include complete evidence chains and region grounding remains weakest.

Xiang Feng, Jiawei Zhou, Zhangfeng Huang, Kewei Wang and 5 more

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

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lenient 5/5
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NeurIPS 2026U Science and Technology of ChinWuhanJD Explore AcademyRL for LLMs

Not Only Where, But When: Temporal Scheduling for RLVR

Scheduling credit allocation criteria over RLVR training improves stability and efficiency by prioritizing targeted tokens before gradually attenuating to general optimization.

Jinghao Zhang, Ruilin Li, Feng Zhao, Jiaqi Wang

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

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lenient 3/5
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NeurIPS 2026WuhanU Chinese Academy of sciencesMicrosoft Research AsiaMicrosoftMicrosoft Cloud AILLM evaluation & benchmarks

XL-DocBench: Benchmarking Evidence-Grounded Extra-Long Document Understanding

XL-DocBench introduces a human-verified benchmark for extra-long professional document understanding spanning thousands of pages with multi-page evidence, showing current systems still struggle with long-context structured reasoning.

Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 2/5
86%Must read
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NeurIPS 2026WuhanU Chinese Academy of sciencesMicrosoft Research AsiaMicrosoftMicrosoft Cloud AIAgent memory

DocAtlas: Long-Document Understanding as Mutable-State Interaction

DocAtlas treats long-document understanding as a mutable-state interaction process via a document harness with search, memory, and review tools, reaching 71.4% on MMLongBench-Doc and boosting a 4B VLM to 63.7% via reinforcement learning.

Hongchen Wei, Yuanzhe Wang, Bei Liu, Yifan Yang and 7 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 12

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5
78%Highly rated
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NeurIPS 2026BaiduTencentXiamenWuhanBaidu Inc.Unified multimodal models

Native Audio-Visual Alignment for Generation

NAVA proposes native audio-visual alignment with an Align-then-Fuse MMDiT architecture for joint audio-video generation, achieving superior synchronization, video quality, and timbre control with 6.3B parameters.

Longbin Ji, Guan Wang, xuan wei, Chenye Yang and 4 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 31 on Hugging Face · Code ★ 226

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lenient 4/5
medium 7/10
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70%Highly rated
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NeurIPS 2026TsinghuaThe Chinese University of Hong KThe Hong Kong University of ScieApplied Research Center, TencentWuhanControllable generation

AnchorWorld: Embodied Egocentric World Simulation with View-based Evolution Customization

AnchorWorld improves egocentric world simulation via full-body interaction supervision and anchor-view customization with consistent spatio-temporal dynamics.

Yu Li, Menghan Xia, Gongye Liu, Xintao Wang and 7 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 30 on Hugging Face

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NeurIPS 2026Huazhong University of Science aKuaishou- 快手科技WuhanTsinghuaDeep RL

TMPO: Trajectory Matching Policy Optimization for Diverse and Efficient Diffusion Alignment

TMPO replaces scalar reward maximization with trajectory-level reward distribution matching via Softmax Trajectory Balance, improving diffusion alignment diversity by 9.1% while avoiding reward hacking and mode collapse.

Jiaming Li, Chenyu Zhu, Zhiyuan Ma, Nanxi Yi and 8 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 3 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 9/10
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NeurIPS 2026WuhanFudanZhejiangShanghai JiaotongJD Explore AcademyRL for LLMs

Visual-ERM: Reward Modeling for Visual Equivalence

Visual-ERM is a multimodal generative reward model that evaluates vision-to-code outputs in rendered visual space, improving Qwen3-VL-8B-Instruct by up to 8.4 points and outperforming larger models on fine-grained visual discrepancy benchmarks.

Ziyu Liu, Shengyuan Ding, Xinyu Fang, Xuanlang Dai and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 21 on Hugging Face · Code ★ 69

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5
78%Highly rated
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NeurIPS 2026Beijing Institute of TechnologyCity University of Hong KongSun Yat-SenWuhanShanghaiMixture of experts

LightMoE: Reducing Mixture-of-Experts Redundancy through Expert Replacing

LightMoE replaces redundant MoE experts with parameter-efficient modules to cut memory use 30, 50% while matching or beating existing compression methods.

Jiawei Hao, Zhiwei Hao, Jianyuan Guo, Li Shen 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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lenient 5/5
medium 6/10
strict 0/5
76%Highly rated
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NeurIPS 2026WuhanHithink RoyalFlush Information NAustralian NationalDalian University of TechnologyShanghai Institute of TechnologyVision-language models

FinMTM: A Multi-Turn Multimodal Benchmark for Financial Reasoning and Agent Evaluation

FinMTM introduces a bilingual multi-turn multimodal benchmark with 11,133 financial visual QA pairs to evaluate vision-language models on reasoning and agent tasks, revealing significant limitations in fine-grained perception and complex workflows.

Chenxi Zhang, Ziliang Gan, Liyun Zhu, Youwei Pang 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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lenient 5/5
medium 3/10
strict 2/5
83%Must read
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NeurIPS 2026WuhanTsinghuaSchool of Mathematics and StatisZoomzqshi@mail.tsinghua.edu.cnDiffusion models

Neural Continuous-Time Markov Chain: Discrete Diffusion via Decoupled Jump Timing and Direction

Neural CTMC separates CTMC reverse processes into exit rate and jump distribution heads, yielding a factorized ELBO and state-of-the-art discrete diffusion perplexity.

Jingyuan Li, Xiaoyi Jiang, Fukang Wen, WEI LIU 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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AI panel: 13 of 20 reviewers recommend it
lenient 2/5
medium 8/10
strict 3/5
78%Highly rated
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NeurIPS 2026WuhanShanghai Jiao TongMacquarieHong Kong University of Science Huazhong University of Science aEfficient inference & serving

Efficient Serving for Dynamic Agent Workflows with Prediction-based KV-Cache Management

PBKV predicts future agent invocations in dynamic LLM workflows to manage KV-cache reuse, achieving up to 1.85x speedup over LRU.

Haoyu Zheng, Fangcheng Fu, Jia Wu, Binhang Yuan 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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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 1/5
76%Highly rated
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NeurIPS 2026WuhanZhongguancun AcademyThe University of SydneyMultimodal reasoning

VLRS-Bench: A Vision-Language Reasoning Benchmark for Remote Sensing

VLRS-Bench introduces a remote sensing vision-language reasoning benchmark spanning cognition, decision, and prediction tasks that exposes major bottlenecks in current multimodal models.

Zhiming Luo, Hebaixu Wang, Haonan Guo, Jing Zhang 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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lenient 4/5
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80%Must read
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NeurIPS 2026Department of Computer Science aThe Chinese University of Hong KKnowin AIWuhanVideo-language models

CAM: Question Answering on Entity-Centric Videos with Continuous Extraction and Adaptive Querying

CAM uses continuous knowledge graph extraction and adaptive multi-method querying to answer entity-centric video questions, improving accuracy by up to 23 points over baselines.

Yizhou Tian, Zizhe Chen, Shiyuan Deng, Garry YANG 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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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5
74%Highly rated
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NeurIPS 2026National University of SingaporeZhejiangInstitute of Information EngineeYoutu Lab, TencentByteDance Inc.Video generation

SPIRAL: Self-Evolving Action-Conditioned Video Generation via Reflective Planning Agents

SPIRAL uses sequential planning and reflective agents in a closed loop to generate long-horizon action-conditioned videos with iterative refinement and self-evolving post-training.

Yu Yang, Yue Liao, Jianbiao Mei, Baisen Wang 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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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 0/5