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arXivFudanShanghai Innovation InstituteCentral SouthTsinghuaRL for LLMs

AI Can Learn Scientific Taste

RLCF trains AI to judge and propose high-impact research ideas via community feedback, showing learned scientific taste generalizes across fields and time.

Jingqi Tong, Mingzhe Li, Hangcheng Li, Yongzhuo Yang and 19 more

Published Mar 15, 2026 · 0 citations · ▲ 316 on Hugging Face · Code ★ 433

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Oncotarget 2015Central SouthU Rochester MedicineXiangya Hospital Central SouthU RochesterChina MedicalMedical imaging

Tumor microenvironment B cells increase bladder cancer metastasis via modulation of the IL-8/androgen receptor (AR)/MMPs signals

Tumor microenvironment B cells promote bladder cancer metastasis by activating IL-8/androgen receptor/MMP signaling pathways.

Zhenyu Ou, Yongjie Wang, Longfei Liu, Lei Li and 3 more

Published Jul 17, 2015 · 116 citations

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NeurIPS 2026Harbin Institute of Technology, Harbin Institute of TechnologyCentral SouthShanghai Jiao TongEvolvent AILLM agents & planning

The Scaling Laws of Skills in LLM Agent Systems

Qiguang Chen, Qiming Yu, Yuhang Gu, Zhuoye Huang 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 2026Shanghai JiaotongCentral SouthSensetimeThe Chinese University of Hong KSenseTimeDeep RL

ROLLVERIFY: BRIDGING EFFICIENCY AND ACCURACY IN LONG-TAIL ROLLOUT REINFORCEMENT LEARNING

Yongqiang Yao, Jingru Tan, Kaihuan Liang, Zixin Yin and 4 more

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

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NeurIPS 2026The Hong Kong University of ScieHong Kong University of Science Central SouthThe Hong Kong University of ScieHong Kong University of Science Machine unlearning

Machine Unlearning in Diffusion LLMs

Yili Wang, Yijie Xu, Lu Dai, Tairan Huang 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 2026SpotlightInformation Support Force EngineCentral SouthXiamenVision-language models

UGGRH: Unsupervised Generative Completion and Graph-attention Refinement for Incomplete Cross-modal Hashing

Yunfei Chen, Yuchen Zhang, Hongyu Lin, Peng Liu and 1 more

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

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NeurIPS 2026Central SouthXiamenUnified multimodal models

SING-CH: Task-Scale-Agnostic Lifelong Cross-Modal Hashing on Statistical Manifolds

Haoran Yang, Junge Chen, Jun Long, Zhan Yang

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

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NeurIPS 2026Information Support Force EngineCentral SouthVision-language models

Decoupled Prototype Contrastive Alignment Hashing for Cross-Modal Retrieval

Yunfei Chen, Renwei Xia, Shangchong Gao, Zhan Yang

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

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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 2026Hong Kong University of Science The Hong Kong University of ScieCentral SouthHorizon RoboticsDJI Technology3D vision & reconstruction

Horizon-Stream: Long-Horizon Attention for Streaming 3D Reconstruction

Chong Cheng, Peilin Tao, Nanjie Yao, Guanzhi Ding 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 2026Zhejiang University, WestlakeCentral SouthZhejiangWestlakeImage restoration

DoFP-Aligned Lookup Tables for Real-Time Polarization Demosaicking

Yidong Luo, Chenggong Li, Yunfeng Song, Mengyuan Liu and 2 more

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

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NeurIPS 2026Central SouthA*STARUnified multimodal models

MSC-Mol: Modality-Synergy Contrasting for Multimodal Molecular Representation Learning

Ziyu Fan, Enqi Dong, Yahan Li, Shuhong Liu 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 2026Central SouthCentral South University, ChinaLLM reasoning & chain of thought

Failure Profiling and Reachable Trajectory Selection for Reasoning Distillation

yijun Zhu, Jianxin Wang, Chengchao Shen

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

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NeurIPS 2026Central SouthDiffusion models

Enhanced convergence guarantees of score-based generative models in $\mathcal{W}_2$-distance beyond log-concavity

Zhang Xiaoyan, Chenxu Pang, Xiaojie Wang

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

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NeurIPS 2026U ExeterCentral SouthEarlham InstituteMolecules & drug discovery

TANGO: RNA Topology and Geometry Co-Design

Tianmeng Hu, Biao Luo, Ke Li

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

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NeurIPS 2026ZhejiangCentral SouthBiosignals & wearables

Improving Neural Decoding Performance for Language BCIs by Explicitly Modeling Context-Induced Noise

Yao Jia, Xianhan Tan, Binli Luo, Yueming Wang and 1 more

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

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NeurIPS 2026HunanCentral SouthDeep RL

$R^2E$: A Role-driven Reward Evolutionary Framework for Automated Reward Function Design

Shouhao Chang, Xuan Liu, Hongye Zhu, Xinning 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 2026South China NormalMicrosoftCentral SouthCoupangLLM reasoning & chain of thought

CoTrek: Toward Scalable On-Policy Distillation for Long Chain-of-Thought Reasoning

Heng Zhang, Chengyu Zhou, Jiajun Wu, Estella Liu and 7 more

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

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NeurIPS 2026South China NormalMicrosoftCentral SouthCoupangLLM agents & planning

PolyMind: Exploring Width Scaling for Reflective Reasoning in Language Agents

Heng Zhang, Chengyu Zhou, Jiajun Wu, Estella Liu and 7 more

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

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NeurIPS 2026Chengdu University of InformatioMacquarieCentral SouthCentral South University, ChinaShanghai JiaotongKnowledge distillation

Temporal Prototype Alignment for Frozen-Feature Dataset Distillation

Rui Ding, Jing Hu, Mei Chen, Xi Wu 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 2026Harbin Institute of Technology; Harbin Institute of TechnologyShanghai Jiao TongCentral SouthHarbin Institute of TechnologyVideo-language models

CondenseVLA: Learnable History Condensation for Efficient Multi-Frame VLA

Feiyang Hong, Yujie Wei, Bo Zhao, Xiu Su 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 2026Central SouthNational University of Defense TTime series forecasting

WILD: Widely Linear Conditioning for Time Series Forecasting

Binli Luo, Wanrong Ma, Ning Gui, Xianhan Tan

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

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NeurIPS 2026Central SouthTime series forecasting

Knowing When Multivariate Forecasts Are Wrong

Binli Luo, Ning Gui, Xianhan Tan

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

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NeurIPS 2026TsinghuaPeking University, TsinghuaPekingCentral SouthInstitute of automation, ChineseMultimodal reasoning

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

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

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

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

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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 7/10
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NeurIPS 2026ZhejiangCentral SouthBeijing Information Science and Beijing Information Science &ampAlibaba GroupAgent memory

MedMemoryBench: Benchmarking Agent Memory in Personalized Healthcare

MedMemoryBench introduces a streaming benchmark with synthetic long-horizon medical trajectories to evaluate agent memory, revealing severe bottlenecks in reasoning and noise resilience due to memory saturation.

Yihao Wang, Haoran Xu, Renjie Gu, Yixuan Ye and 9 more

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

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lenient 5/5
medium 6/10
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71%Highly rated
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NeurIPS 2026National University of SingaporeNanyang TechnologicalCentral Southnational university of singaore,Deep RL

Learning to Solve Compositional Geometry Routing Problems

DiCon solves compositional geometry routing via differential attention suppressing weak actions and contrastive learning for robust representations, yielding broad generalization.

Mingfeng Fan, Jianan Zhou, Jiaqi Cheng, Yifeng 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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lenient 5/5
medium 2/10
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72%Highly rated
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NeurIPS 2026Central SouthUNSW SydneyU New South WalesAmazon AGINanjing3D vision & reconstruction

Look-Before-Move: Narrative-Grounded World Visual Attention in Dynamic 3D Story Worlds

Look-Before-Move separates observation specification from motion execution for narrative-grounded camera planning, improving subject perception, intent consistency, and trajectory quality over baselines.

Jiaming Bian, Bingliang Li, Yuehao Wu, Pichao WANG and 4 more

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

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lenient 5/5
medium 3/10
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86%Must read
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NeurIPS 2026Central SouthU Hong KongCMU, Carnegie MellonSchool of Computer Science, CarnCMUOffline RL

Offline Reinforcement Learning for Plasma Control in Nuclear Fusion: Codebase and Benchmark

RL4F introduces an offline RL benchmark for tokamak plasma control using DIII-D dynamics, finding model-based methods perform best but no method dominates all tasks.

YANG FU, Haomin Bao, Rohit Sonker, Xiaoyan Hu 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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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
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NeurIPS 2026Central SouthNanjing University of Posts and Sun Yat-senSUN YAT-SEN UNIVERSITYShandong NormalImage restoration

LiBrA-Net: Lie-Algebraic Bilateral Affine Fields for Real-Time 4K Video Dehazing

LiBrA-Net predicts low-resolution bilateral affine grids fused via Lie-algebraic regularization for real-time 4K video dehazing, and introduces the UHV-4K benchmark.

Yongcong Wang, Chengchao Shen, Guangwei Gao, Wei Wang 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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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
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