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NeurIPS 2026nanjing universityNanjingVision-language models

Hierarchical Semantic Tree Anchoring for CLIP-Based Class-Incremental Learning

Tao Hu, Lan Li, Zhenhao Wen, Da-Wei Zhou

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

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NeurIPS 2026Syneron BioJilinChangchun University of Science Communication University of ChinSyneron OpalMolecules & drug discovery

PepDDG: Peptide–Protein Binding ΔΔ𝐺 Prediction via Information Channel Decomposition

Ruochi Zhang, Yusi Fan, Qiong Zhou, Li Jiao and 9 more

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

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NeurIPS 2026Nanjingnanjing universityNanjing University / RIKENObject detection

Dynamic Query as Budgeting for Tiny Object Detection

Yi Zhang, Di Xiong, Ge Gao, Xiangyue 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 2026Institute of Computing Technolognanjing universityChinese Academy of SciencesAgent memory

StateLedger: Path-Addressed External Memory for Persistent Multi-Agent Systems

Geer Yang, Xixuan Liu, Bin Wu, Shaojiang Wang

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

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NeurIPS 2026nanjing universityNanjing universityNanjingU Science and Technology of ChinNanjing University of Science anControllable generation

TopoRefine: Topology-Aware Correspondence and Residual Refinement for Training-Free Subject-Consistent Generation

Zhanxin Gao, Zexin Ti, Chen Zhao, Beier Zhu 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 2026NanjingShanghai Jiao Tongnanjing universityTongjiSpatio-temporal forecasting

PhysTC: A Physics-Enhanced Dataset and Architecture for High-Precision Tropical Cyclone Forecasting

Zhaoran Feng, Xuanhong Chen, Zengbing Chen, Shengjun Wu 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 2026nanjing universityAustralian NationalNanyang TechnologicalNational University of SingaporeNanjingDiffusion 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 2026Nanjingnanjing universityChina University of Mining TechnU Wisconsin - MadisonPekingGraphs & LLMs

Uncovering Semantic Hierarchies in Text-Attributed Graphs via Variational EM-based LLM–GNN Synergy

Yunhui Liu, Xudong Jin, Qizhuo Xie, Chunhui Zhao 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 2026OralNanjingnanjing universityLLM evaluation & benchmarks

ALTER: An Allen's Algebra-Based Evaluation Framework for Temporal Reasoning of LLMs

Zhou Hongkai, Yanhui Li

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

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NeurIPS 2026nanjing universityJIUTIAN ResearchNanjingChina Mobile Research InstituteThe Research Institution of ChinAlignment & preference optimization

SoccerNarrate: Event-Grounded Streaming Soccer Commentary with Macro-Window Preference Alignment

zihan jia, Zhilin Dai, Zhengming Zhang, Min Yang and 8 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 universityNanjingQuantization

Exact Channel Decoupling via Joint Diagonalization and Uniform Splicing for Diffusion Transformer Quantization

Bingyao Yu, yijin liu, Qinkai XU, Li Li 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 2026Nanjingnanjing universityTabular data

CausalTab: Pretraining Across Causal Environments for Tabular Causal Discovery

Zi-Rong Li, Si-Yang Liu, Tian-Zuo Wang, Han-Jia Ye

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

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NeurIPS 2026nanjing universityOPPO Research InstituteNanjingImage restoration

Not All Noise Is Harmful: Towards Perception Aware and Controllable RAW Image Joint Denoising and Demosaicing

Qianjun Huang, Qingguo Liu, Hui Zeng, Kai Zhang 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 2026Nanjingnanjing universityTencentHuawei Technologies Ltd.In-context learning & prompting

Salvation Lies Within: Proactive Prefix Re-forming for LLM-based Tagging

SHULAN WANG, YingJie Zhu, Yuting Yan, Ke Cheng 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 2026Nanjing universityU AlbertaGUODIAN NANJING AUTOMATION CO.,LNanjingnanjing universityWatermarking & AI-text detection

TIDE: Trajectory-Aware Watermark Propagation for Text-to-Image Diffusion Models

Yihan Meng, Suping Xu, Yanfeng Wu, Chongjun Wang 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 2026nanjing universityTencent HYNanjingNorth University of ChinaShanghai Artificial IntelligenceVision-language models

Does the Question Really Matter? Training-Free Data Selection for Vision-Language SFT

Peng Sun, Yi Yang, Huawen Shen, Yi Ban 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 2026nanjing universityhoumo.aiHOUMO AISoutheastHoumoQuantization

DICEQuant: Distortion-Compensated Rounding with Dual-Ended Shrinkage for LLM Quantization

Yuan Cheng, Xing Hu, Zukang Xu, Hui Wang 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 2026nanjing universityPekingCUHK, Google DeepMindIntel Labs ChinaLLM reasoning & chain of thought

Uni-Synergy: Bridging Understanding and Generation for Personalized Reasoning

zijun shen, Ruichuan An, Sihan Yang, Ziyu Guo 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 2026Shandong universityShandongnanjing universityU ManchesterU North Carolina at Chapel HillInstruction tuning

When Catastrophic Inheritance Meets Forgetting in Continual Adaptation of Foundation Models

Quanyu Zhang, Zhongyi Han, Zhenxue Chen, Xiao-Long Yin 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 2026NanjingU Hong Kongnanjing universityThe Chinese University of Hong KHuawei Technologies Ltd.Controllable generation

MDMR-Bench: A Multi-Dimensional Benchmark for Multi-Reference Image Generation

Bowen Zheng, Jintao Lin, Chang-Heng Yi, HAORAN YANG and 4 more

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

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