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NeurIPS 2026U Macau LLM agents & planning

Med-Agentic: Distilling Agentic Medical Reasoning with Internalized Meta-Capabilities

Yucheng Zhou, Junwei Sheng, Jianbing Shen

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

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NeurIPS 2026Saarland University, Universität Tianjin University of Technology U Macau U Exeter Explainable AI

Interpretable but Fragile? Robustness of Concept Bottlenecks under Geometric-Semantic Perturbations

Hanwei Zhang, Tianma Hu, Gaojie Jin, Xu Cheng and 1 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026beijing institute of technology Beijing Institute of Technology Shandong U Macau Remote sensing

In-Context Learning for Remote Sensing Vision: A Semantic-Aware Rotation-Robust Diffusion Framework

jing geng, Chuanlong Zhang, Jiayi Su, Wencheng Han

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

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NeurIPS 2026The University of Edinburgh U Macau The Chinese University of Hong K Multi-agent LLM systems

Veri-Sure: Multi-Agent RTL Code Generation with Temporal Tracing, Slicing and Formal Verification

Jiale Liu, Taiyu Zhou, Tianqi Jiang

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

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67%Highly rated

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NeurIPS 2026U Macau qianli-drive Megvii Technology Inc.Embodied agents

Explicit Geometric Chain-of-Thought for Vision-Language-Action in Autonomous Driving

Xingtai Gui, Yucheng Zhou, Dongqian Guo, jiahao gong 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 Macau Shenzhen Institutes of Advanced RL for LLMs

SPRM: From Cooperative Games to Marginal-Contribution Process Reward Modeling

Yu Bao, Pak Lon Ip, Qiyu Ruan, Xitong Gao 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 2026U Macau Shenzhen U macau Multi-agent RL

CorridorLight: Cooperation as Task Negotiation with Causal Gating for Traffic Signal Control

Pak Lon Ip, Pengfei Ren, Yuteng Lin, Rongqin Chen and 2 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U Macau Shanghai University of Finance a Active learning

Online Causal Configuration for Networked Systems via Doubly Robust Steady-State Learning

Yuli Liu, zhiheng zhang

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

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NeurIPS 2026Wuhan U Macau Shanghai Jiao Tong BFH - Bern University of Applied Efficient inference & serving

FELPS: Fair and Efficient Scheduling for Multi-LoRA Serving System

Yukai Ding, Chuang Hu, Fangcheng Fu, Xinyan Li 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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lenient 2/5

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NeurIPS 2026OralU Macau Northwest Polytechnical Universi Xidian U Texas Arlington Graph neural networks

Releasing Anchors from Cross-View Correspondence: Probabilistic Multi-View Anchor Graph Clustering

Zhoumin Lu, Yongbo Yu, Yu Duan, Feiping Nie 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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69%Highly rated

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NeurIPS 2026U Birmingham & Southern Univ Southern University of Science a U Macau City University of Hong Kong The University of Tokyo Instruction tuning

Fine-tuning Does Not Reach All: Uneven Safety and Knowledge Dynamics in Language Models

Ziwei Wang, Xinwei Guo, Jiaxin Zhang, Guanhua Chen 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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lenient 1/5

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67%Highly rated

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NeurIPS 2026Chongqing University of Post and Chongqing University of Posts &a U Macau Chongqing University of Posts an Watermarking & AI-text detection

The road reaches every place, the short cut only one: Self-Adversarial Shortcut Mitigation for AI-Generated Image Detection

Haifeng Zhang, Qinghui He, Xiuli Bi, Bo Liu 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 2/5

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67%Highly rated

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NeurIPS 2026Chongqing University of Post and Chongqing University of Posts &a U Macau Chongqing University of Posts an Vision-language models

Too Aligned to be Real: Detecting AI-Generated Images via Cross-modal Alignment Shift

Haifeng Zhang, Qinghui He, Xiuli Bi, Bo Liu 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 2026Tianjin U Macau Macau University of Science and Institute of automation, Chinese Zhejiang Multi-agent LLM systems

LocalAgent: Collaborative Agentic Verification for Fine-Grained Instance-Level Consistency

jiachen Guo, Xinshan Zhu, Boyun Wang, Yanyan Liang 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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57%Worth a look

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NeurIPS 2026Zhejiang Zhejiang Lab U Macau Object detection

Auto-Annotation with Expert-Crafted Guidelines: A Study through 3D LiDAR Detection Benchmark

Yechi Ma, Wei Hua, Shu Kong

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026U Macau Peking 3D vision & reconstruction

BAT3R: Robust Online 3D Reconstruction with Bayesian Adaptive State Updates

Lijian Li, Yuanpeng He, Yudian Zheng, Chung-ju Huang 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 Bristol Cardiff U Macau Bristol Robotics Laboratory, Uni Deep RL

Learning to Search, Searching to Learn: A Closed-Loop Framework for Large-Scale Vehicle Routing

Yongji Fu, Yi Zhou, Gaojie Jin, Guanqun Cao

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

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NeurIPS 2026NUS Chongqing Research Institute Zhejiang The Chinese University of Hong K U Macau National University of Singapore LLM reasoning & chain of thought

Illusory Pattern Perception Drives Spurious Inference in Large Language Models

Peihua Mai, Zhuoyan Shao, Xinbao Qiao, Meng Zhang 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 2026Nanyang Technological university Southeast Nanjing University of Aeronautic U Macau LLM agents & planning

Predicting What Changes: Causal Delta World Models for Risk-Aware LLM Agent Planning

Guo Yue, YANG LIU, Donghui Zhang, Tang Qingkang 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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57%Worth a look

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NeurIPS 2026Nanyang Technological university Southeast Nanjing University of Aeronautic U Macau RL for LLMs

DACE RL for Compute Efficient Reinforcement Learning in Small Model Reasoning

Guo Yue, YANG LIU, Tang Qingkang, Donghui Zhang 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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67%Highly rated

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NeurIPS 2026U Macau Tsinghua Xiaomi Corporation Vision-language-action models

SelfCritic-VLA: Language as Intrinsic Critic for Vision Language Action Models in Autonomous Driving

Fang Li, Shaoqing Xu, Yuechen Luo, Hanbing 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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lenient 2/5

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NeurIPS 2026U Macau Pruning & sparsity

When and What to Prune? Stage-Aware Visual Token Pruning for Efficient VLA

TIANJUN SHI, Haotian Xiong, Ziyu Gong, Qi Lu 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 2026U Macau Huawei Technologies Ltd.Vision-language-action models

SynerVLA: Exploiting Embodied Execution Phases for On-Device Dual-System VLA Acceleration

Qi Lu, Haotian Xiong, Ziyu Gong, TIANJUN SHI and 3 more

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

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NeurIPS 2026Chongqing Afari Intelligent Driv Tianjin U Macau Chongqing Afari Technology Megvii Technology Inc.Embodied agents

ChainFlow-VLA: Causal Flow Planning with Vision-Language Models

ChainFlow-VLA unifies causal trajectory generation and global diffusion refinement via vision-language-conditioned residual distributions, scoring 94.85 on NAVSIM v1.

Xiyang Wang, Xinlin Wang, Tingguang Zhou, Gong Chen and 6 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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lenient 5/5

medium 6/10

strict 1/5

78%Highly rated

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NeurIPS 2026U Macau National University of Singapore qianli-drive Megvii Technology Inc.Embodied agents

Bridging Scene Generation and Planning: Driving with World Model via Unifying Vision and Motion Representation

WorldDrive unifies vision and motion representations to couple scene generation with planning, achieving leading vision-only autonomous driving performance with high-fidelity future video generation.

Xingtai Gui, Meijie Zhang, Tianyi Yan, Wencheng Han and 4 more

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

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lenient 5/5

medium 6/10

strict 0/5

76%Highly rated

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NeurIPS 2026International Digital Economy Ac IDEA U Macau Web & GUI agents

VSearcher: Long-Horizon Multimodal Search Agent via Reinforcement Learning

VSearcher uses reinforcement learning to turn static multimodal models into long-horizon web search agents that surpass proprietary models on multimodal search benchmarks.

RUIYANG ZHANG, Qianguo Sun, Chao Song, Yiyan Qi 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 5/5

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71%Highly rated

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NeurIPS 2026The Hong Kong University of Scie The Hong Kong University of Scie U Macau Hong Kong University of Science Locomotion

PDF-HR: Pose Distance Fields for Humanoid Robots

PDF-HR learns continuous, differentiable pose distance fields from retargeted humanoid motions to score pose plausibility, substantially improving tracking, mimicry, and retargeting baselines.

Yi Gu, Yukang Gao, Yangchen Zhou, Xingyu Chen 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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lenient 5/5

medium 2/10

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74%Highly rated

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NeurIPS 2026Tsinghua U Macau Xiaomi Corporation Li Auto Inc.Alibaba Group Embodied agents

LaST-VLA: Thinking in Latent Spatio-Temporal Space for Vision-Language-Action in Autonomous Driving

LaST-VLA replaces explicit chain-of-thought reasoning with a physically grounded latent spatio-temporal framework, achieving record NAVSIM scores and improved reasoning.

Yuechen Luo, Fang Li, Shaoqing Xu, Yang Ji 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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lenient 3/5

medium 5/10

strict 1/5

86%Must read

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NeurIPS 2026UCLA | Tencent Hunyuan The Hong Kong University of Scie Tencent AI Lab U Macau The Chinese University of Hong K LLM agents & planning

Unify-Agent: A Unified Multimodal Agent for World-Grounded Image Synthesis

Unify-Agent reframes image synthesis as an agent pipeline with search and recaptioning, improving generation of long-tail factual concepts via 143K curated trajectories.

Shuang Chen, Quanxin Shou, Hangting Chen, Yucheng Zhou and 11 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 44 on Hugging Face · Code ★ 93

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AI panel: 14 of 20 reviewers recommend it

lenient 5/5

medium 8/10

strict 1/5