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Showing papers from Nanjing University Show all papers

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FudanNanjingU Science and Technology of ChinKuaishouVideo-language models

MT-Video-Bench: A Holistic Video Understanding Benchmark for Evaluating Multimodal LLMs in Multi-Turn Dialogues

MT-Video-Bench introduces a multi-turn dialogue benchmark that evaluates multimodal LLMs on holistic video understanding.

Yaning Pan, Qianqian Xie, Guohui Zhang, Zekun Moore Wang and 12 more

Published 2026 · 0 citations · Code ★ 21

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ACL 2026NanjingAlibaba GroupAlibaba GroupZhejiangLLM pretraining & scaling laws

A Data-Efficient Path to Multilingual LLMs: Language Expansion via Post-training PARAM𝛥 Integration into Upcycled MoE

The method expands multilingual LLMs via post-training PARAMΔ integration into upcycled MoE for data-efficient language acquisition.

Hao Zhou, Tianhao Li, Zhijun Wang, Shuaijie She and 5 more

Published 2026 · 0 citations

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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 2026SpotlightNanjing University of Science anNanjingFlow matching

Toward Semantically-Consistent Tuning-Free Customization for Rectified Flow Transformers

Jian Jin, Kai Zhang, Zhenyong Fu, Jian Yang

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

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NeurIPS 2026NanjingTencent Game AI CenterOffline RL

Conservatism Controllable Compositional Guidance for Offline Safe Reinforcement Learning

Ruiqi Xue, Shenghe Hu, Xin Gao, Jing-Wen Yang

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

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NeurIPS 2026ZhejiangNanjingAlibaba GroupBeijing University of Chemical TZhejiang LabVision-language models

ALAM: Algebraically Consistent Latent Transitions for Vision-Language-Action Models

Zuojin Tang, Haoyun Liu, Xinyuan Chang, Changjie Wu and 10 more

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

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NeurIPS 2026TsinghuaeinsiaShanghai Jiao TongThe Hong Kong University of ScieNanjingSoftware engineering agents

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering with Generative Optimization

Dapeng Jiang, Yizhe Chi, Kaisen Yang, Tianwei Luo and 18 more

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

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NeurIPS 2026SpotlightNanjingKorea Advanced Institute of ScieNanjing University of Science anMax Planck Institute for InformaImage restoration

Noise-Started One-Step Image Super-Resolution via LR-Conditioned SplitMeanFlow and GAN Refinement

Wei Zhu, Kai Zhang, Yu Zheng, Lei Luo 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 2026Freie Universität BerlinNanjingFeature attribution

Explaining Cross-Modal Model Behavior with Gradient-Estimation-Based Feature Interaction

Yi Cai, Xinpeng Li, Gerhard Wunder

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

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NeurIPS 2026vivo BlueImage Lab, vivo Mobile ShandongNanjingvivo Mobile Communication Co., Lvivo Mobile Communication Co., LUnified multimodal models

Holistic EvoLution via Intrinsic eXchange for Unified Multimodal Models

Shenghao Dong, Yuhang Yu, Bo Li, Jinwei Chen 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 2026NanjingNanjing University / RIKENGraph neural networks

OHATP: Graph Anomaly Detection with Orthogonal-Hyperspherical Augmentation and Topology Perception

yihang qiu, Yi Zhang, Di Xiong, Ge Gao 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 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 2026Nanjing University of Science anNankaiNanjing University / RIKENNanjingDiffusion models

Beyond Generation: Unlocking Discriminative Representations from Diffusion Models

Haowen Cui, Ge Wu, Shuo Chen, Yikai Ge 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 SingaporeDepartment of Computer Science aNanjingXi'an University of Posts aInstitute of Automation, ChineseMolecules & 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 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 2026Nanjing University of Science anNanjingGuangxi NormalNanjing University of Posts and Nanjing University of Science an3D vision & reconstruction

State Evolution Awareness for Category-agnostic 3D Point Cloud Tracking

Xiantao Hu, Ying Tai, Jinxia Xie, Bineng Zhong 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 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 University of Science anNanjing3D generation

Blur Issue Matters for Thermal Novel View Synthesis: A Floating Gaussian Suppression Approach

Mingyuan Xie, Sheng Wan, Jin Xie, Hang 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 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 2026U Oxford Torr Vision GroupVivo Tech Research GmbHU OxfordU Oxford and Five AI Ltd.VivoDatasets & benchmarks

SynthHair: Leveraging MetaHumans for a High-Quality 4K Hair Matting Dataset

Markus Karmann, Shile Li, Philip Torr, Puneet Dokania 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 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 2026The Hong Kong University of ScieNanjingTencent AI LabU Science and Technology of ChinTongjiDeep RL

Canopy: Tree-Aware Rollout Scheduling for Agent Reinforcement Learning

Feiyuan Zhang, LI Pengbo, Ziniu Li, Yuhao Jiang 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 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 2026Shanghai Jiao Tongvivo Mobile Communication Co., LShanghai JiaotongAlibaba GroupU AlbertaDiffusion models

Opening the Black Box of Classifier-Free Guidance via Information Bottleneck

Jiayang Gao, Tianyi Zheng, Jiayang Zou, Fengxiang Yang and 4 more

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

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NeurIPS 2026Alibaba GroupNanjingZhejiangCity University of Hong KongU RochesterDiffusion models

Rethinking Cross-Layer Information Routing in Diffusion Transformer

Chao Xu, Maohua Li, Qirui Li, Yixuan Xu and 8 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 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 2026Xi'an JiaotongNanjingDiffusion models

Rethinking Diffusion Decoding via Structural Commitment

Lipeng Wan, Anbang Wang, Zixuan Yang, Kun Xu 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 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 2026SpotlightNankaiNankai University Nanjing University of Science anNanjingSegmentation

MonoChunk3D: Monocular Online 3D Instance Segmentation with Persistent Instance States

Yibo Zhao, Jingzhi Zhou, Yigong Zhang, Jian Yang 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 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 2026SpotlightNanjingSingapore ManagementAI oversight & deception

Are LLM Safety Judges Policy-Invariant? A Three-Principle Stress-Test

Shihao Weng, Yang Feng, Xiaofei Xie

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

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NeurIPS 2026NanjingHong Kong University of Science Test-time compute

When LLM Routers Overpay: Strong-Model Over-Selection under Loose Budgets

Guannan Lai, Long Chen, Han-Jia Ye

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

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NeurIPS 2026U SydneyAdelaideShanghai NormalShanxiUniversity Of Technology SydneyRepresentation & contrastive learning

Resolution-Aware Structural Density Peak Clustering

Jie Yang, Hsiang-Ting Chen, Yan Ma, Xinyan Liang and 7 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 universityMorgan StanleyNanjingRutgersPrivacy

The Price of Locality in Label Privacy: Optimal Rates for Classification and Regression

Zongrui Zou, Mina Dalirrooyfard, Jingcheng Liu, Jalaj Upadhyay

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

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NeurIPS 2026TsinghuaShandongNanjingVivovivo Mobile Communication Co., LImage restoration

PhysRemover: A Unified Framework for Physically Realistic Object Removal

Dongxu Yue, Weixuan Jin, Yuhang Yu, Bo Li and 7 more

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

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NeurIPS 2026The Ohio StateNanjingOhio StateOhio State University, ColumbusMedical imaging

Fourier Contour Learning for Efficient and Traceable Cardiac MRI Quantification

Yi Yu, Zhenyu Bu, Ziyu Zhang, Yixuan Liu 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 2026School of Intelligence Science aNanjingSingapore ManagementLLM reasoning & chain of thought

Understanding the Out-of-Distribution Generalization of Chain-of-Thought Reasoning in LLMs

Nuojing Liang, Xiaotong Yuan, Pan Zhou

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

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NeurIPS 2026NanjingTime series forecasting

Parallel-in-Time Variational Inference for Latent Stochastic Differential Equations

Chenyang Wu, Pengfei Liu, Zongzhang Zhang

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

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NeurIPS 2026Tsinghua University, TsinghuaNanjingTsinghuaPose & motion

Mouse Total Capture: A multi-view Dataset for 3D Motion and Expression Capture of Freely Moving Mouse

Jiachen Zhao, He Zhang, Liang An, Tao Yu

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · 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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NeurIPS 2026Zhejiang University, WestlakeU British ColumbiaNanjingWestlakeLLM reasoning & chain of thought

Preserving Exploration for LLM Reasoning via Mean Order-Statistic Alignment

Ruotian Peng, Yi Ren, Long-Fei Li, Yandong Wen

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

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NeurIPS 2026beihang universityPekingInstitute of Software Chinese AcTsinghua University, SEEN-E RoboBeijing University of AeronauticDeep RL

Adaptive Robust Estimator for Policy Optimization in Reinforcement Learning

Zhongyi Li, Wan Tian, Jingyu Chen, Kangyao Huang and 7 more

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

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NeurIPS 2026Zhongguancun AcademyTencent HunyuanNanjingPekingThe Hong Kong University of ScieUnified multimodal models

HYDRA: Representation Harmonized Tokenization for Multimodal Generation and Understanding

Xuerui Qiu, Yutao Cui, Guozhen Zhang, Junzhe Li and 8 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 universityNanjingVision-language models

PolyVision: Conditional Visual Scaling Via Dynamic Expert Routing For Vision-Centric MLLMs

Tiehan Fan, Chen Zhao, Nikai Du, Zili Yi 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 2026NanjingHuaweiShanghai Jiao TongImitation learning

DiReCL: Learning Differentiable Reward Code with Inverse Reinforcement Learning

Aoran Wang, Jingtao Zhang, Maosen Li, Zongzhang Zhang

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

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NeurIPS 2026Nanjingnanjing universityMeta, transfer & few-shot learning

Cross-Architecture Transferability is Width-Confounded:Diagnosis and Subspace Correction

QIN LIU, Chen Zhong, Fengshan Zhao

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

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NeurIPS 2026NanjingVideo generation

LLM Is a Good Conditioner: End-to-End Sign Language Video Generation with VQ-Diffusion

Xiao Liu, Shiwei Gan

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

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NeurIPS 2026FudanU Science and Technology of ChinNanjingAlibaba GroupRL for LLMs

DiffCap-RL: Differential QA Rewards for Dense Image and Video Captioning

Kaixun Jiang, Zhihang Liu, Jiyuan Fu, Yuzheng Wang 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 2026NanjingShanghai Jiao Tongnanjing universityTongjiSpatio-temporal forecasting

Blind-Window Forecasting: Real-Time Benchmarking and Multimodal Reconstruction for Tropical Cyclones

Zhaoran Feng, Xuanhong Chen, Zengbing Chen, Shengjun Wu 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 2026Spotlightnanjing universityTencent Youtu LabTencent YouTu LabYoutu Lab, TencentNanjingDiffusion models

L2P: Unlocking Latent Potential for Pixel Generation

L2P transfers pre-trained latent diffusion models to pixel space via frozen intermediate layers and synthetic data, enabling efficient 4K generation with near-source performance.

Zhennan Chen, Junwei Zhu, Xu Chen, Jiangning Zhang and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 36 on Hugging Face · Code ★ 195

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NeurIPS 2026NanjingHithink RoyalFlush Information Nnanjing universityAnt GroupAlibaba GroupGraph neural networks

Bridging Academia and Industry: A Comprehensive Benchmark for Attributed Graph Clustering

PyAGC provides a scalable benchmark and modular library for attributed graph clustering across diverse industrial-scale datasets and metrics.

Yunhui Liu, Pengyu Qiu, Yu Xing, Peng Du and 5 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 1 on Hugging Face · Code ★ 32

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NeurIPS 2026nanjing universityKuaishou- 快手科技Nanjing universityU the Chinese Academy of ScienceNanjingVideo-language models

ViDiC: Video Difference Captioning

ViDiC introduces a video difference captioning task and ViDiC-1K benchmark that reveals large multimodal models struggle with fine-grained comparative video perception.

Jiangtao Wu, Shihao Li, Zhaozhou Bian, Jialu Chen and 6 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 29 on Hugging Face · Code ★ 15

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NeurIPS 2026The Chinese University of Hong KTsinghua Shenzhen International University College London, UniveUniversity College LondonNanjingUnified multimodal models

Meow-Omni 1: A Multimodal Large Language Model for Feline Ethology

Meow-Omni 1 integrates video, audio, physiological time-series, and text to reach 71.16% feline intent recognition, outperforming baseline multimodal models.

Jucheng Hu, Zhangquan Chen, Yulin Chen, Chengjie Hong and 8 more

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

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NeurIPS 2026nanjing universityNanjingDalian University of TechnologyCity University of Hong KongRL for LLMs

ExpLang: Improved Exploration and Exploitation in LLM Reasoning with On-Policy Thinking Language Selection

ExpLang improves LLM reasoning via on-policy multilingual thinking language selection during RL, outperforming English-only training and extending exploration with diverse language preferences.

Changjiang Gao, Zixian Huang, Kaichen Yang, Jiajun Chen 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 2026NanjingYaleHuman-AI interaction

Path Dependence under Adaptive AI Delegation

Adaptive AI delegation couples error-driven skill decay with performance-driven reliance, producing path-dependent bistability where stronger AI can enlarge the low-skill basin and cause long-run performance below no-AI baselines.

Lingxiao Huang, Nisheeth K. Vishnoi

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

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NeurIPS 2026Nanjingnanjing universityBackdoors & data poisoning

MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents

MemPoison benchmarks 1227 adversarial cases across memory substrates and finds write-time defenses fail against multi-record and dormant corruption, requiring adaptive defenses.

Jifeng Gao, Kang Xia, Yi Zhang, Xiaobin Hong 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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