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Showing papers from South China University of Technology Show all papers

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NeurIPS 2026Northeast University at Qinhuang Northeastern Hebei University of Technology South China University of Techno Vision-language models

Not Every Image Teaches Vision: Visual-Necessity-Gated Continual Learning for Multimodal Large Language Models

Jiamu Xue, Haidong Kang, Wen Luo, Jubo Chen 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 2026South China University of Techno Vision-language-action models

Lift, See, Act: Hierarchical Robot Policy Pretraining with 3D Foundation Models

Yiyuan Ge, Changxing Ding, Ziyu Hao, Zijie Zheng 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 2026The Chinese University of Hong K The Chinese University of Hong K The Chinese University of Hong K SCUT South China University of Techno Robot manipulation

Semantics-to-Contact: A Stagewise Framework for Robust Contact-Rich Manipulation

Guanren Qiao, Ruixiang Ouyang, Sheng Xu, Yueci Deng 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 2026South China University of Techno Guangdong Laboratory of Artifici Meta Inc.Video-language models

A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts

Xun Mo, Shengtao Guo, Yongwei Nie, Fei Ma and 2 more

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

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NeurIPS 2026SpotlightSouth China University of Techno East China Normal Datasets & benchmarks

PULSE: A Synchronized Five-Modality Dataset for Sensorimotor Coordination in Long-Horizon Daily Activities

Wolin Liang, Yang Gao, Peiyu Yan, YueXiang Hu 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 2026South China University of Techno U Science and Technology of Chin Graph neural networks

S&P: Towards Scalable and Powerful Graph Learning with Hierarchical Structural Acquisition

Mingqi Yang, Zhaoyu Liu, Wenjie Feng

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 iWudao Tech South China University of Techno Explainable AI

NORMA: Norm-Guided Explanation Subgraph Discovery

Xiangyu Fu, Wei Liu, Jun Wang, Yang Qiu 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 2026South China University Of Techno South China University of Techno Graph neural networks

Traffic STGNNs across Sensor, City, and Time Shifts: Routing Concentration Tracks Sensitivity to Sensor Dropout

XiLe Wang, Mingqi Yang

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

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NeurIPS 2026Huazhong University of Science a U Electronic Science and Technol EbTech Co. Ltd.EB Advanced Computing Laboratory Guangming Laboratory Unified multimodal models

HyperSkill: Multi-Modal Skill Learning on the Unit Hypersphere

Erdemt Bao, JunChen, Weijun Qin, Shaopeng 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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NeurIPS 2026South China University of Techno RIKEN Xiaomi Corporation Xiaomi Flow matching

Inference-Time Self-Aligned Drifting for Few-Step Flow Matching

Shigui Li, JIAN XU, Wei Chen, Junmei 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 2026School of Software Engineering, South China University of Techno Vision-language models

Unlocking Fine-Grained Perception in CLIP via Structurally-Aware Latent Masked Modeling

Juntong Li, Lingwei Dang, Haomin Wu, Ziyan Qiu 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 2026South China University of Techno Hunan Vision-language-action models

Long-term Embodied Visual Tracking with Lightweight Vision-Language-Action Models

Haowei Sun, Kaining Chen, Xutao Wen, Xinze Xie 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 2026South China University of Techno Southern University of Science a Omni Intelligence; SUSTech Biosignals & wearables

Rest-Tuning: Data-Efficient Adaptation of EEG Foundation Models to Individuals via Resting-State Signals

Yinuo Zhang, Xinyu Fu, Qing Wang, Yinte 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 2026The Hong Kong University of Scie The Hong Kong University of Scie HKUST South China University of Techno Rutgers Unified multimodal models

Two Drifts, One Principle: Conflict-Aware Spectral Consolidation for Multimodal Continual Learning

Haiyi Zhang, Qianyi Cai, Hanqing Wang, Zilin Wang 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 2026Nanyang Technological National University of Singapore Nanjing University of Posts and Nanyang Technological University South China University of Techno Federated learning

Distributionally Robust Black Box Optimization-based Bidding Strategy in Auction-based Federated Learning

Xiaoli Tang, Zhuang Qi, Ying-Peng Tang, Xianjie Guo 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 2026OralAnt Group Sichuan Mohamed Bin Zayed University of Wuhan South China University of Techno Object detection

Can We Model the Artifacts Explicitly? Disentangle Artifacts via Pairwise Edit Relations for Image Manipulation Localization

Xuekang Zhu, Kaiwen Feng, Ruifeng Wang, Xiwen Wang and 7 more

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

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NeurIPS 2026South China University of Techno Retrieval-augmented generation

Geometric Gain Graph: Zero-Token Graph Construction for Multi-Hop RAG

Zeliang Li, Xiaofen Xing, Wenyu Tao, Kailing Guo and 1 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 Chinese University of Hong K The Chinese University of Hong K Zhongshan Hospital, Fudan South China University of Techno Centre for Artificial Intelligen LLM agents & planning

MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation

Xilin Dang, Weilin Ruan, Xue Yang, Jinghao Wang and 3 more

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · 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 2026South China University of Techno Probing & representation analysis

$\mathrm{Bounded\mbox{-}RS}$: A Bounded Evaluation Protocol and Testbed for Representational Systematicity

Boyu Cao, Wenshuo Wang

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

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NeurIPS 2026South China University of Techno Vision-language models

Reranking with Intra-modal Visual Association for Text-to-Image Person Re-Identification

Junhong Wang, Changxing Ding, Yusha Peng, Wentao Tan 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 2026South China University of Techno JD.COM Sun Yat-Sen JD Explore Academy Quantization

Improving Quantized Zeroth-Order Optimization through Reconstructed Low-Rank Structures

Fei Wang, Shuai Xie, Li Shen, Chao Xue 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 2026National University of Defense T Harbin Institute of Technology AIG South China University of Techno Robot manipulation

ToS: Tree-of-Skill Reinforcement Learning driven by Behavior Tree for Long-Horizon Manipulation

Xinglin Chen, Yishuai Cai, Yunxin Mao, Minglong Li and 5 more

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

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NeurIPS 2026Tsinghua South China University of Techno Northeast University at Qinhuang Beijing Institute of Technology U Science and Technology of Chin Video generation

UniMoE-World: A Unified Mixture-of-Experts Architecture for Scalable Multi-Control Video Generation World Modeling

Jianjie Fang, Yongyan Xu, Ziyou Wang, Yuchao Huang and 12 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 University of Techno U California, San Diego South China Normal Backdoors & data poisoning

DetectViT: Test-time Backdoor Detection for Vision Transformers via Inter-Head Attention Discrepancy

Siquan Huang, Yijiang Li, Xingfu Yan, Ningzhi Gao 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 2026South China University of Techno 智能生成（北京）科技有限责任公司 AIGCode AIGCode Inc.aigcode Long-context modeling

Tree Rotary Positional Encoding for Extreme Length Extrapolation from Scratch

qiu wu chen, Ziteng Huang, Shuhai Zhang, Zimo Liu 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 2026South China University of Techno Guangzhou City University of Tec Tabular data

RAGBoost: Robust Tabular Learning via Retrieval-Augmented and Ancillary-Guided Gradient Boosting

Jinlin Wang, Zhixuan Chen, Qi Ma

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

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NeurIPS 2026South China University of Techno Dalian University of Technology Graph neural networks

Matrix-Free Stochastic Training of Low-Rank Spectral Graph Learning via Randomized Adaptive Spectral Estimation

Mingqi Yang, Yanming Shen

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

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NeurIPS 2026Peng Cheng Laboratory South China University of Techno Southern University of Science a Pengcheng Laboratory Object detection

Reviving the Discarded High-Resolution Feature for Transformer-Based Tiny Object Detection

Zehao Wang, Si Wu, GUIPING CAO, Xin Li 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 2026South China University of Techno Shenzhen Institutes of Advanced Intelligent Science & Techno Institute of automation, Chinese Vision-language models

BRIDGE: Brain-Vision Representation Integration through Depth and Granularity Encoding

Chenyuan Hong, Binghao Ye, Yufei Guo, Guoqi Li

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

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NeurIPS 2026DeepWisdom South China University of Techno SUN YAT-SEN UNIVERSITY Fudan The Hong Kong University of Scie Agent benchmarks & environments

DiagEval: Trajectory-Conditioned Diagnosis for Reliable Software Evaluation with GUI Agents

DiagEval uses trajectory-conditioned diagnostic probes to disambiguate evaluator errors from software defects in GUI-agent evaluations, recovering over 45% of misattributed failures and improving accuracy substantially.

Sirui Hong, Liuzhijie, Tengfei Li, Wei Tao 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 2026SUN YAT-SEN UNIVERSITY South China University of Techno Harbin Institute of Technology Institute of automation, Chinese Shanghai Jiaotong Vision-language-action models

RePO-VLA: Recovery-Driven Policy Optimization for Vision-Language-Action Models

RePO-VLA improves vision-language-action robustness by assigning roles to success, recovery, and failure trajectories, raising adversarial success from 20% to 75%.

Weijia Liufu, Xiaoyu Guo, Ruiyi Chen, Jingzhi Liu and 15 more

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

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NeurIPS 2026South China University of Techno Zhejiang Physics-informed ML & PDEs

Derived Fields Preserve Fine-Scale Detail in Budgeted Neural Simulators

Derived-Field Optimization selects carried physical fields and allocates storage budgets to preserve fine-scale detail in budgeted neural simulators, significantly improving fidelity before rollout even on PDEBench.

Wenshuo Wang, Fan Zhang

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

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NeurIPS 2026Peking Microsoft Microsoft Research Asia South China University of Techno RL for LLMs

Group-Graph Policy Optimization for Long-Horizon Agentic Reinforcement Learning

G2PO transforms agent trajectories into state-transition graphs to reduce variance and improve credit assignment, outperforming GRPO by up to 22.2% on long-horizon benchmarks.

Yunan Wang, Minghui Song, Zihan Zhang, Shaohan Huang 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 DexForce Co. Ltd., Shenzhen South China University of Techno Sim-to-real

Embracing Evolution: A Call for Body-Control Co-Design in Embodied Humanoid Robot

Humanoid robot co-design evolves control and morphology together via strategic exploration and meta-policy learning to enable true embodied intelligence.

Guiliang Liu, Bo Yue, Yi J Kim, Kui Jia

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

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NeurIPS 2026mbzuai Mohamed bin Zayed University of MBZUAI South China University of Techno Baidu Inc.Flow matching

Path-Guided Flow Matching for Dataset Distillation

PGFM introduces flow matching for generative dataset distillation with deterministic ODE synthesis, continuous path-to-prototype guidance, and 7.6x efficiency gains over diffusion methods.

xuhui li, Zhengquan luo, Zixu Wu, Xiwei Liu 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 2026SpotlightU Hong Kong South China University of Techno Nanyang Technological Tencent 3D generation

Mesh BDF: Barycentric Dominance Field for 3D Native Mesh Generation

BDF transforms mesh connectivity into continuous surface signals for diffusion models, enabling higher-quality, scalable native 3D mesh generation.

Gaochao Song, Haohan Weng, Luo Zhang, Zibo Zhao 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 2026South China University of Techno Zhejiang Physics-informed ML & PDEs

Posterior-First Neural PDE Simulation: Inferring Hidden Problem State from a Single Field

Posterior-first neural PDE simulation infers hidden problem states from single fields to avoid deterministic ambiguity, cutting rollout nRMSE from 0.175 to 0.132.

Wenshuo Wang, Fan Zhang

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

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