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Showing papers from Renmin University of China Show all papers

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arXivEast China NormalShanghai Innovation InstituteFudanRenmin University of ChinaTool 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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AI panel: 14 of 20 reviewers recommend it
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medium 8/10
strict 2/5
71%Highly rated
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arXivRenmin University of ChinaMulti-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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AI panel: 6 of 20 reviewers recommend it
lenient 4/5
medium 2/10
strict 0/5
57%Worth a look
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NeurIPS 2026Du Xiaoman Technology (Beijing) Tomorrow Advancing LifeCanvaRenmin University of ChinaSangfor 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 ChinaSUN YAT-SEN UNIVERSITYU the Chinese Academy of ScienceTsinghuaDeep 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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AI panel: 1 of 20 reviewers recommend it
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NeurIPS 2026WestlakeRenmin University of ChinaAntGroup; NanjingAnt GroupLLM 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 ChinaU California, San DiegoiFLYTEK ResearchIFLYTEK CO.LTD.State Key Laboratory of CognitivInstruction 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 ChinaLong-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 ChinaCoupangTencent AI LabExploration

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, BeijingBeijing University of AeronauticBeihangRenmin University of ChinaDidi ChuxingVision-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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67%Highly rated
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NeurIPS 2026BeihangBeihang University, BeijingBeijing University of AeronauticRenmin University of ChinaDidi ChuxingVision-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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lenient 2/5
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57%Worth a look
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NeurIPS 2026Renmin University of ChinaHuawei Noah's Ark LabHuawei 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 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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lenient 1/5
medium 1/10
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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 2026Renmin University of ChinaHuawei Technologies Ltd.Huawei Noah's Ark LabWeb & 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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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026BeihangRenmin University of ChinaLLM 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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57%Worth a look
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NeurIPS 2026Renmin University of ChinaColumbiaBeijing JiaotongU Science and Technology of ChinBeijing Academy of Artificial InAgent 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 EngineeShanghai University of Finance aCMUIQuest ResearchRenmin University of ChinaMechanistic 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 ChinaU the Chinese Academy of ScienceTsinghuaChinese Academy of SciencesMaterials & 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 ChinaTsinghuaLazadaTime 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 ChinaSouth China University of TechnoAgent 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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