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arXivEast China Normal Shanghai Innovation Institute Fudan Renmin University of China Tool use & function calling

WEFT: Scaling Tool-Use Post-Training for General-Purpose Agents

WEFT evolves whole agentic interaction systems for tool-use post-training, outperforming environment-scaling baselines by up to 12.27 points across benchmarks.

Bo Mao, Hang He, Linting Wang, Lizhi Lin and 16 more

Published Sep 29, 2026 · 0 citations · ▲ 19 on Hugging Face

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arXivRenmin University of China Multi-agent LLM systems

Very Large-Scale Multi-Agent Simulation in AgentScope

AgentScope introduces actor-based distributed infrastructure, flexible environments, and automated agent generation to enable scalable, efficient multi-agent simulations.

Xuchen Pan, Gao, Dawei, Yuexiang Xie, Chen, Yushuo and 5 more

Published Jul 25, 2024 · 1 citation · ▲ 47 on Hugging Face · Code ★ 32,834

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NeurIPS 2026Du Xiaoman Technology (Beijing) Tomorrow Advancing Life Canva Renmin University of China Sangfor Technologies Inc.Autoregressive generation

Pixel-space Autoregressive Image Synthesis via Spectrum Serialization and Flow-based Refinement

Guiwei Zhang, Tianyu Zhang, Yalong Bai, Ying Ba 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 2026Renmin University of China SUN YAT-SEN UNIVERSITY U the Chinese Academy of Science Tsinghua Deep RL

Exploring Lifelong Adaptation: In-Context Reinforcement Learning in Non-Stationary Environments

Ye Wang, Kaiqian Cui, Xinrun Xu, Tao Zhang 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 2026Westlake Renmin University of China AntGroup; Nanjing Ant Group LLM pretraining & scaling laws

Knocking-Heads Attention: Drop-in Shared Projections for Cross-Head Coordination

Zhanchao Zhou, Xiaodong Chen, Haoxing Chen, Zhenzhong Lan 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 2026Renmin University of China U California, San Diego iFLYTEK Research IFLYTEK CO.LTD.State Key Laboratory of Cognitiv Instruction tuning

Mask-Conditioned Gradient Masking for Fine-Tuning Mixture-of-Experts Diffusion Language Models

Yiru Tang, Kun Zhou, Xin Zhao, Jing Sha 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 2026Renmin University of China Long-context modeling

Diffusion Language Models Can Approximate Optimal Infilling Lengths Implicitly

Hengchang Liu, Zhao Yang, Bing Su

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

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NeurIPS 2026Renmin University of China Coupang Tencent AI Lab Exploration

Self-Evolution Reasoner: Continuous Optimization via Policy-Intrinsic Exploration and Exploitation

Wenhang Shi, Yiren Chen, Zhe Zhao, Jinhao Dong 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 2026Beihang University, Beijing Beijing University of Aeronautic Beihang Renmin University of China Didi Chuxing Vision-language-action models

Learning a Trajectory-Geometric Condition from Reasoning for VLA Planning

Yuguang Yang, Zhewen Tan, Canyu Chen, Cheng Chi 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 2026Beihang Beihang University, Beijing Beijing University of Aeronautic Renmin University of China Didi Chuxing Vision-language-action models

Coarse-to-Refine: Trajectory Self-Refinement in Single Autoregressive Pass for Driving VLA

Canyu Chen, Yuguang Yang, Jianing Pang, Zhewen Tan and 8 more

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

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NeurIPS 2026Renmin University of China Huawei Noah's Ark Lab Huawei Technologies Ltd.LLM evaluation & benchmarks

How Does Personalized Memory Shape LLM Behavior? Benchmarking Rational Preference Utilization in Personalized Assistants

Xueyang Feng, Weinan Gan, Xu Chen, Quanyu Dai 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 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 2026Renmin University of China Huawei Technologies Ltd.Huawei Noah's Ark Lab Web & GUI agents

From Local Skills to Long-Horizon Tasks: Progressive Skill Exploration for LLM Web Agents

Xueyang Feng, Xiaohe Bo, Xu Chen, Quanyu Dai 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 2026Beihang Renmin University of China LLM pretraining & scaling laws

Circuit-Level Knowledge Distillation for Large Language Models

Yashuo Luo, Tongxu Wang, Siyuan He, Chunyu Wei

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

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NeurIPS 2026Renmin University of China Columbia Beijing Jiaotong U Science and Technology of Chin Beijing Academy of Artificial In Agent benchmarks & environments

SciResearchBench: Benchmarking AI Agents on Complex Scientific Literature Discovery

Lei Xiong, Kun Luo, Ziyi Xia, Wenbo Zhang 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 2026Institute of Information Enginee Shanghai University of Finance a CMU IQuest Research Renmin University of China Mechanistic interpretability

Iterative Nonlinear Computation Underlying Abstract Reasoning

Zitian Gao, Yilong Chen, Yihao Xiao, Xinyu Yang 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 2026中国科学院大学 Renmin University of China U the Chinese Academy of Science Tsinghua Chinese Academy of Sciences Materials & chemistry

EP-Flow: Disordered Crystal Structure Prediction without Site-level Annotation

liu qiuliang, Liming Wu, Qi Li, Zhonglong Peng 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 2026Renmin University of China Tsinghua Lazada Time series foundation models

Bridging Diffusion and Autoregression for Flexible Time Series Synthesis

Xin Wang, Xuan Zhang, Haipeng Zhang, Chunyu Wei 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 2026Renmin University of China South China University of Techno Agent memory

EvoMM: Reinforced Self-Evolving Multimodal Agentic Memory

Tong Zhao, Chenghao Zhang, Yucheng Tian, Yuyang Hu 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 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 North Carolina U Illinois at Urbana-Champaign USTC UNC-Chapel Hill Shanghai Jiao Tong Agent benchmarks & environments

See, Read, Compare: Candidate-Aware Verification for Agent Test-Time Scaling

Xinyu Ye, Yongliang Wu, Xingyu Zhu, Peng Xia and 6 more

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

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NeurIPS 2026Renmin University of China Boston College Graph neural networks

How Hard Is It for Message-Passing GNNs to Simulate One Weisfeiler-Lehman Color-Refinement Step?

Guanyu Cui, Yuhe Guo, Zhewei Wei, Hsin-Hao Su

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

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NeurIPS 2026Nankai Alibaba Group Ant Group Renmin University of China Diffusion models

Diffusion Transformers with Residual Adaptive Layer Normalization

Ge Wu, Minxing Luo, Yikai Ge, Lei Wang 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 2026Soochow Renmin University of China Tongji Australian National Mechanistic interpretability

Reading Attribution from Attention: Evidence Heads as Latent Attribution Mechanisms in LLMs

Qi Wu, Jianfeng Qu, Peng-Fei Zhang, Yanzhe Ji 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 2026U the Chinese Academy of Science U Illinois at Urbana-Champaign National University of Defense T Renmin University of China Beijing University of Aeronautic Graph neural networks

Dynamic Spectral Federated Graph-Level Clustering

Wenxin Zhang, Xi Xuan, Guangzhen Yao, Feng Zhou 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 2026Renmin University of China Alibaba Group Beijing University of Aeronautic Wuhan Knowledge 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 2026Rutgers Tomorrow Advancing Life Canva Renmin University of China Controllable generation

Learning Preference Representations for Preference-Conditioned Image Generation

Wenyi Mo, Tianyu Zhang, Yalong Bai, Ligong Han 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 2026National University of Defense T Microsoft Renmin University of China Peking Shandong LLM reasoning & chain of thought

Mining Logic under Uncertainty: Probabilistic Soft Logic with Energy-Based Inference for Chain-of-Thought Verification

Jiang Yu, Jinlong Tian, Kewei Cheng, Yue He and 6 more

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

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NeurIPS 2026Nanyang Technological Institute of Computing Technolog Beihang U the Chinese Academy of Science Fudan Adversarial robustness

Omni-Safety under Cross-Modality Conflict: Vulnerabilities, Dynamic Mechanisms and Efficient Alignment

Kun Wang, Zherui Li, Zhenhong Zhou, Jie Zhang 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 2026Renmin University of China Nanyang Technological 3D vision & reconstruction

CoLa3D: Composable Latent 3D Decomposition

Xudong Cai, Yongcai Wang, Deying Li, Chuanxia Zheng

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

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NeurIPS 2026Renmin University of China Shanghai Lixin University of Acc Representation & contrastive learning

RoLL: Robust Low-Rank Learning via Nesterov Momentum

Zhaojun Hu, Wenchen Liu, Ting Wei, Biao Mei 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 2026Renmin University of China Graph neural networks

Beyond Node Sequences: Relational Diffusion for Unified Graph Learning

Xianan Wang, Wenji Hu, Chunyu Wei, Yueguo Chen

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

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NeurIPS 2026Renmin University of China Department of Computer Science, U North Carolina at Chapel Hill Video understanding

Elephant in the Fridge: Constant-Memory Frame Packing for Long Video Understanding

Shuo Gao, Chenhao Zheng, Jason Ren

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

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NeurIPS 2026SpotlightWuhan National University of Singapore Renmin University of China China Three Gorges U California, San Diego Instruction 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 2026Renmin University of China Tongji Multimodal reasoning

CausalConflictBench: Can Multimodal Models Follow Local Mechanisms That Conflict with Commonsense?

Bo Tian, Jianfeng Qu, Peng-Fei Zhang, Siyu Li 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 2026Renmin University of China Claremont McKenna College Retrieval-augmented generation

OpticalRAG: Pixel-Space Compression for Token-Efficient Retrieval-Augmented Generation

Senhao Liu, Yuheng Zhang, Chunyu Wei, Yueguo Chen 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 2026Renmin University of China Huawei Technologies Ltd.RL for LLMs

Need-Aware Multi-Objective Reinforcement Learning for Emotionally Intelligent LLM Agents

Xiaohe Bo, Xueyang Feng, Rui Li, Zihang Tian 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 2026Nankai Beijing Institute of Technology Harbin Institute of Technology, Renmin University of China Microsoft Research Aisa RL for LLMs

SCOPE-RL: Stable and Quantitative Control of Policy Entropy in RL Post-Training

SCOPE-RL uses temperature-adaptive positive samples to stabilize entropy and prevent collapse in RL post-training of reasoning LLMs, improving Pass@1 and Pass@$k$ with non-monotonic exploration benefits.

Chen Wang, Zhaochun Li, Bai Jionghao, Hexuan Deng and 3 more

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

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NeurIPS 2026Renmin University of China Rutgers National University of Singapore MBZUAI Tabular data

TabClustPFN: A Prior-Fitted Network for Tabular Data Clustering

TabClustPFN is a prior-fitted network that performs amortized Bayesian clustering of tabular data in one forward pass without retraining, outperforming baseline methods.

Tianqi Zhao, Guanyang Wang, Yan Shuo Tan, Qiong Zhang

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

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