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arXivNanyang Technological Korea Advanced Institute of Scie Peking Fairleigh Dickinson U Catania Multimodal reasoning

EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos

EgoTools introduces a dataset and benchmark for egocentric tool-use reasoning, showing current models struggle with visual grounding while training improves performance.

Shulin Tian, Junsu Kim, Shuai Liu, Hao Li and 16 more

Published Sep 30, 2026 · 0 citations · ▲ 67 on Hugging Face · Code ★ 9

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arXivPeking Tsinghua Northeastern Reward models & LLM-as-a-judge

LexReward: A Taxonomy-Driven Reward Framework for Legal Language Models

LexReward introduces taxonomy-driven rubric-based rewards for legal language models across style, element, and reasoning dimensions, improving DPO and reinforcement learning performance.

Yida Cai, Xin Dai, Bingxiang He, Huiyuan Xie and 4 more

Published Sep 30, 2026 · 0 citations · ▲ 51 on Hugging Face

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arXivU Leeds U Science and Technology of Chin South China Normal Tsinghua Chinese University of Hong Kong Graph neural networks

SAHG: Sector-Anisotropic Hyperbolic Graph Model for Social Bot Detection

SAHG detects LLM-driven social bots by applying direction-dependent hyperbolic curvature and dual-channel feature fusion, achieving top accuracy and F1 across three benchmarks.

Hanning Lu, Yingguang Yang, Jinwei Su, Yang; Liu and 7 more

Published May 28, 2026 · 0 citations

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arXivPeking Science Factory Shanghai Jiao Tong LLM pretraining & scaling laws

DataFlex: A Unified Framework for Data-Centric Dynamic Training of Large Language Models

DataFlex unifies sample selection, mixture adjustment, and reweighting for LLMs via a modular LLaMA-Factory framework that improves MMLU and perplexity with faster runtimes.

Hao Liang, Zhengyang Zhao, Mingrui Chen, Meiyi Qiang and 21 more

Published Mar 27, 2026 · 0 citations · ▲ 279 on Hugging Face · Code ★ 2,958

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arXivPeking Nanyang Technological Tsinghua U Wisconsin–Madison Princeton Multimodal reasoning

BabyVision: Visual Reasoning Beyond Language

BabyVision benchmarks core visual reasoning without language and finds top MLLMs score far below human children.

Liang Chen, Weichu Xie, Yiyan Liang, Hongfeng He and 26 more

Published Jan 10, 2026 · 1 citation · ▲ 201 on Hugging Face · Code ★ 257

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ACM Computing Surveys 2025Zhejiang U Washington Peking Nanyang Technological Alibaba Group Instruction tuning

Instruction Tuning for Large Language Models: A Survey

Instruction tuning surveys supervised fine-tuning of LLMs on instruction-output pairs to align next-word prediction with human intent, covering datasets, training, applications, and limitations.

Shengyu Zhang, Linfeng Dong, Xiaoya Li, Sen Zhang and 7 more

Published Nov 17, 2025 · 79 citations

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NeurIPS 2026Peking Institute of automation, Chinese U the Chinese Academy of Science Lightwheel AI U California, Berkeley Sim-to-real

WorldComposer: Generative High-Fidelity Simulation with Digital Cousins for Generalizable Robot Learning and Evaluation

Jasper Lu, Zhenhao Shen, Yuanfei Wang, Shugao Liu and 7 more

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

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NeurIPS 2026SpotlightPeking Optimization

How Can SignSGD Outperform SGD? A Functional Scaling Law Perspective

Zilin Wang, Binghui Li, Jia-Nan Wang, Lean Wang 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 2026Peking UCLA Bandits & online learning

Inverse Linear Bandits via Linear Programs

Ziqing Song, Lin Yang, Ruosong Wang

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Peking Yizhun Intelligent Technology Co Video understanding

A Principled Optimal Transport Framework for Frame Selection in Long Video Understanding

Ziwei Zhao, Yuhang Liu

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

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NeurIPS 2026Peking Intelligent Science & Techno Image recognition

HypMoE-ReID: Hyperspherical Mixture-of-Experts for Large Scale Person Re-Identification

Kunlun Xu, Haotong Cheng, Yufei Guo, Jiahuan Zhou

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

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NeurIPS 2026The University of Queensland Adelaide Baidu Peking Video understanding

StreamMind: Dynamic Streaming Cognition for Online Video Understanding

Zhuojie Wu, Xin Shen, Chenxi Miao, Weikang Li and 3 more

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

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NeurIPS 2026Peking U California, Los Angeles UCLA | Columbia UCLA Video understanding

Does Inference-Time Reasoning Really Improve Video Understanding?

Zhuohao Yu, Yu Zhou, Zhecan Wang, Rui Sun 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 2026U Tokyo Peking National Institute of Informatic The University of Tokyo 3D vision & reconstruction

Event based Multi-Velocity-Scale Imaging

Qiyao Gao, Peiqi Duan, Chu Zhou, Xinyu Zhou 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 2026Peking HunYuan Tencent TEG The University of Hong Kong Video generation

ReGen: Agentic Video World Modeling with Synergized Reasoning and Generation

Chenguo Lin, Yu Tang, Weiqiao Zheng, Enhua Jiang and 10 more

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

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NeurIPS 2026Peking ByteDance Stanford The Chinese University of Hong K Massachusetts Institute of Techn Video generation

Spatially-Grounded Long Video Generation with Self Geometry Forcing

Chenguo Lin, Panwang Pan, Bowen Xue, Ruijie Lu 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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NeurIPS 2026The Hong Kong University of Scie ByteDance Inc.ByteDance ByteDance Seed Peking Vision-language models

Training Long-Context Vision-Language Models Effectively with Generalization Beyond 128K Context

Zhaowei Wang, Lishu Luo, Haodong Duan, WeiWeiLiu and 8 more

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

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NeurIPS 2026SUN YAT-SEN UNIVERSITY Tencent AI for Life Sciences Lab Tencent Tsinghua University, Tsinghua The Hong Kong University of Scie Genomics & single-cell

WaveSem: Frequency-Adaptive Tokenization for Disentangling Semantics and Noise in Genomics

Shou Z Chen, Bing He, Zhenchao Tang, Jun Zhu 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 2026Peking ELLIS Institute of Finland and U Lanzhou Audio understanding

HARMONY: Hierarchical Anchor Retrieval on Manifold for Oblivious-source Acoustic Anomaly Detection

Yuhang Zhang, Yang Li, Mingyuan Li, Qiang Wu

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

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NeurIPS 2026The University of Melbourne Peking Unimelb & MBZUAI LLM reasoning & chain of thought

Contractive Restoring Flows: Robust Reasoning Distillation via Orbital Stability

Dongqi Zuo, Yuanyuan Wang, Chuan Zhou, Haoxuan Li 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 2026Peking Kuaishou- 快手科技 Kling, Kuaishou Kuaishou Technology Deep learning theory

On the Instability and Stabilization of Blockwise Muon

Yuanshi Liu, Weicheng Lin, Boyuan Jiang, Xin Tao 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 2026Stanford University, Massachuset Peking MIT Molecules & drug discovery

Mechanism-Level Chemical Reaction Simulation with Electron Bookkeeping Transformer

Sarah Cao, Shitong Luo, Connor Coley

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

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NeurIPS 2026Peking Optimization

Query Lower Bounds for Approximating the Top Eigenvector of Asymmetric Matrices

Kun Chen, Zhihua Zhang

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

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NeurIPS 2026Peking Bayesian & probabilistic methods

Denoising Implicit Variational Inference

Zitong Wang, Zekun Wu, Longlin Yu, Cheng Zhang

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

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NeurIPS 2026The University of Adelaide The University of Melbourne The Hong Kong University of Scie Peking Unimelb & MBZUAI Causal inference

Bayesian Causal Experimental Design for CATE Estimation under Noncompliance

Erdun Gao, Yuanyuan Wang, Liang Zhang, Yuhang Liu 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 2026Xi'an Jiaotong Peking Mathematical reasoning

Cross-Channel Agreement Beats Consensus: Compositional Verification for Geometry Reasoning

ShaoWei Huang, Zefei Gao, Yuting Yu, Hao Yang 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 2026Nanjing Agricutural East China Normal Peking U Wollongong U Central Florida Vision-language models

Beyond Global Alignment: Structured Compositional Reasoning for Vision-Language Models

Zhoujun Ye, Yiwei Fu, Qiyun Huang, Jie 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 2026The Hong Kong University of Scie Tencent Peking Tencent AI Infra Fudan LLM pretraining & scaling laws

PipeFSDP: Efficient Pipeline Parallel under Fully Sharded Data Parallel for Large Language Model Training

Xinglin Pan, Mingji Han, Penghao Zhao, Lin Zheng 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 2026Peking Beijing Academy of Artificial In Tsinghua Embodied agents

A Latent World-Action Model with Jointly Aligned Reasoning

Hao Luo, Wanpeng Zhang, Yicheng Feng, Sipeng Zheng 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 2026Soochow Research, Microsoft Microsoft Research Asia Stony Brook Peking RL for LLMs

Agent$^2$ RL-Bench: Can LLM Agents Engineer Agentic RL Post-Training?

Wanyi Chen, Xiao Yang, Xu Yang, Tianming Sha 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 2026Hong Kong University of Science Alibaba Group Zhejiang Peking Shandong Unified multimodal models

WorldVLA: A Unified Vision-Language-Action and World Model

Jun CEN, Siteng Huang, Yuqian Yuan, Kehan Li and 10 more

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

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NeurIPS 2026Institute of Software, Chinese A Institute of Software, Chinese A U the Chinese Academy of Science Peking Tsinghua Efficient inference & serving

LLMs Optimizing LLMs: Automated MegaKernel Generation for Inference Acceleration

Weiqiang Xiong, Shaohui Peng, Wenyi Li, Hao Lu 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 2026Peking Beijing Academy of Artificial In Harbin Institute of Technology Video generation

SAX: Advancing Video Diffusion Models for Sequential Action Execution

Haoyu Wang, Baorui Ma, Donglin Di, Shiliang 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 Peking Capital Normal Tsinghua University, Tsinghua Mixture of experts

vExpert: Virtualizing Expert Storage for Adaptive Load Balancing in Distributed MoE Inference

Wenxun Wang, Xiuhong Li, Yida Wang, Chen Tang 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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NeurIPS 2026SpotlightIntelligent Science & Techno Baidu China Aerospace Science and Indu Beijing University of Aeronautic Peking Diffusion models

All-Addition Spiking Diffusion Models with Attention Enhancement

Yuhan Zhang, Yuanpei Chen, Zhou Jie, Weihang Peng 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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NeurIPS 2026Independent Researcher Peking Amazon Carnegie Mellon U California, San Diego Web & GUI agents

From Click Imitation to Transition Equivalence: Rethinking Supervision for GUI Agents

Zhiming Lin, Tianxiang Xu, zizhao zhang, Yixue Liu 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 Chinese University of Hong K Chinese University of Hong Kong The Hong Kong University of Scie Peking Huawei Technologies Mathematical reasoning

Can LLMs Reliably Grade Olympiad Proofs? A Controlled Study of Mathematical Verification with LLMs

Azim Ospanov, Zijin Feng, Ding Ding, Chengwu Liu 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 2026Brown Peking 3D generation

Geometry-Centered 3D Latent World Models for Growing Surfaces

Xiaoyi Liu, Hao Tang

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Peking Michigan State Southeast University / Tongyi La U Hong Kong Zero Gravity Labs Agent benchmarks & environments

SaaS-Bench: Can Computer-Use Agents Leverage Real-World SaaS to Solve Professional Workflows?

Kean Shi, Zihang Li, Tianyi Ma, Zengji Tu and 11 more

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

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NeurIPS 2026U Oulu College of William and Mary Tongji Peking LLM evaluation & benchmarks

SayNext-Bench: Why Do LLMs Struggle with Next-Utterance Anticipation?

Yueyi Yang, Haotian Liu, Fang Kang, Mengqi Zhang 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 2026U Michigan - Ann Arbor U Pennsylvania, University of Pe Northern Arizona Peking U Hong Kong Agent benchmarks & environments

OS-Omni: A Cross-Platform Benchmark for Generalist Computer-Using Agents

Hui Shen, Yunta Hsieh, Jianing Ma, Ziyuan Liu and 36 more

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

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NeurIPS 2026Nanyang Technological Alibaba Group Peking Meituan 3D generation

Plan4D: Generative Plannable 4D Worlds

Hangwei Zhang, Rujing Dang, Ruimin Lin, Jiahong Wu and 2 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U Science and Technology of Chin Anew therapeutics Ant Group Southern University of Science a Peking Proteins

FoldAbS: Repurposing the Protein Folding Model as a Foundation Encoder for Antibody Screening

Jun Wu, FANDI WU, Xinyuan Zhu, Dawei Huang 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 2026Peking Anew therapeutics Southern University of Science a U Science and Technology of Chin Tencent AI Lab Molecules & drug discovery

Collective Supervision for Unified Biomolecular Conformation and Dynamics Modeling with CoDyna

Kaiwen Cheng, FANDI WU, Dawei Huang, Jun Wu 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 2026Huazhong University of Science a Peking China University of Geoscience Huazhong University of Science a Video understanding

SEEK-VAU: Towards Evidence-Faithful Video Anomaly Understanding via Agentic Search

MINGHE WANG, Weijun Zeng, Dapeng Luo, Xinyue Wang 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 2026Peking Bytedance ByteDance Inc.Multimodal reasoning

MIRA: Reinforcing Multimodal Reasoning via Deceptive Contextual Augmentation

Zhihan Yin, Jianxin Liang, Yifeng Yao, Nonghai Zhang 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 2026Nanjing nanjing university China University of Mining Techn U Wisconsin - Madison Peking Graphs & 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 2026Peking Institute of automation, Chinese Tencent Corporate Development Gr Alibaba Group Alibaba Inc.Exploration

Iterative Scarcity-Guided Exploration: Bootstrapping Generative Auto-bidding from Narrow Support

Qingmao Yao, Guangzheng Hu, Yusen Huo, Chu Xu 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 20261011AI Baidu Peking Baidu Inc.LLM pretraining & scaling laws

Virtual Head Attention

Xibo Ding, Guoxia Wang, Jinle Zeng, Jiabin Yang and 3 more

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

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NeurIPS 2026Peking Controllable generation

PhysTacGen: Physics-Aware Visual-Tactile Sensor Image Generation

Guo Tang, Yongtao Wang

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

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NeurIPS 2026Guangzhou Peking Dalian University of Technology Wuhan University of Science and Meta, transfer & few-shot learning

Data-Efficient Learning for Constraint Satisfaction Problems via Relational Biases and Hard Axiom Clamping

Enqiang Zhu, Ke Wang, Yu Zhang, Shengzhi Wang 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 2026Peking Baidu ByteDance Inc.Baidu Inc.Code generation

RepoZero: Can LLMs Generate a Code Repository from Scratch?

Zhaoxi Zhang, Yiming Xu, Jiahui Liang, Weikang Li and 6 more

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

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NeurIPS 2026Northwestern Tiktok U Chicago UC Berkeley NVIDIA Multi-agent RL

Is Decentralized LLM Agent RL Robust to Heterogeneity? An Asymmetric Tale

Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou and 5 more

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

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NeurIPS 2026Peking Vision-language models

Learning Fine-Grained Vision-Language Alignment from Discriminative Part Descriptions

Sibo Yin, Yuxin Peng

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

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NeurIPS 2026Peking City University of Hong Kong Huawei Technologies Ltd.Huawei Noah's Ark Lab RL for LLMs

LADDERS: Length-Aware Data Distribution and Existing-Response Speculation for Fast RL Rollout Generation

Shengpeng Yin, Hui-Ling Zhen, Xing Li, Mingxuan Yuan 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 2026School of Electronic and Compute Peking Vision-language models

LEGO: Sizing Rules for Budget-Aware Dense-to-MoE Conversion of Vision-Language Models

Qishen Yin, ZiangWu, Juntong Wu, Peng Jin 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 2026Peking Xiamen Tsinghua University, Tsinghua Peng Cheng Laboratory Diffusion models

Tikhonov-Stabilized Bezier Representation Forecasting for Training-free Diffusion Acceleration

Lei Zhu, Mujie Lin, Ruochong Zheng, Guangyi 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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NeurIPS 2026Peking Peking University / UC Berkeley AIG AI oversight & deception

AI Alignment Can Build Moral Autonomy

Kaile Wang, Hantao Lou, Tianyi (Alex) Qiu, Sebastian Sunday-Grève 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 2026Hangzhou Dianzi Peking Northeastern National University of Singapore Machine unlearning

METAFORGET: Audit-Driven Update-Policy Learning for Reliable Language Model Unlearning

Pinlong Zhao, Xiaoling Zhou, Zhou Zhaoting, Guangyuan Dong

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

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NeurIPS 2026Peking LLM evaluation & benchmarks

VDE: Verifiable Dynamic Evaluation of Mathematical Reasoning via Typed Bipartite Graphs

Yihan Lu, Junzhe Zhang, Xiaojun Wan

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

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