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Showing papers from The Hong Kong University of Science and Technology (Guangzhou) Show all papers

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NeurIPS 2026U Science and Technology of ChinThe Hong Kong University of ScieThe Hong Kong University of ScieMultimodal hallucination

Correction Space Steering for Hallucination Mitigation in Large Vision-Language Models

Songbo Yang, Shuliang Liu, Sihang Jia, Xuming Hu

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

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NeurIPS 2026The HONG KONG University of ScieHKUSTU Hong KongThe Hong Kong University of ScieThe Hong Kong University of Scie3D vision & reconstruction

GeoPano: Towards Geometrically Accurate Panoramic 3D Reconstruction from a Single Panorama

Jing OU, Zidong Cao, Liaoyuan Fan, Zhuoxiao Li and 6 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 ScieHong Kong University of Science Central SouthThe Hong Kong University of ScieHong Kong University of Science Machine unlearning

Machine Unlearning in Diffusion LLMs

Yili Wang, Yijie Xu, Lu Dai, Tairan Huang 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 2026The University of AdelaideThe University of MelbourneThe Hong Kong University of SciePekingUnimelb & MBZUAICausal 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 2026TsinghuaeinsiaShanghai Jiao TongThe Hong Kong University of ScieNanjingSoftware engineering agents

Frontier-Eng: Benchmarking Self-Evolving Agents on Real-World Engineering with Generative Optimization

Dapeng Jiang, Yizhe Chi, Kaisen Yang, Tianwei Luo and 18 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 ScieThe Chinese University of Hong KThe Hong Kong University of ScieThe HONG KONG University of ScieZhejiang3D vision & reconstruction

CitySTAR: Agent-Driven Structured and Topology-Aware Reasoning for Open-Vocabulary Urban 3D Grounding

Shuai Zhang, Hongye Hou, qinghe liu, Zhuoxiao Li 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 2026The Hong Kong University of ScieThe Hong Kong University of ScieDeep learning theory

The Alternation Depth Principle for Neural Operator Design

Haoze Song, Zhilu Lai, Wei Wang

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

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NeurIPS 2026The Hong Kong University of ScieTencentPekingTencent AI InfraFudanLLM 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 2026City University of Hong KongUT AustinDepartment of Computer Science, Mohamed bin Zayed University of The Hong Kong University of ScieAI oversight & deception

Taming CoT Obfuscation in VLMs: From Mechanistic Evidence to Activation-Level Enforcement

Xutao Mao, Jianing Zhu, Jinman Zhao, Tongliang 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 2026HKUSTZhejiangThe Hong Kong University of ScieThe Hong Kong University of ScieShanghaiTechVisual grounding

Grounding 3D Affordance from Human-Object-Interaction Videos via Multimodal Large Language Model

Hanqing Wang, Mingyu Liu, Xiaoyu Chen, Chengwei MA and 9 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 PolytechnicHong Kong University of Science Southern University of Science aNanyang TechnologicalRutgersRL for LLMs

Train at the Moving Edge: Rollout-Efficient RL for Large Reasoning Models

Jiahao Wu, Ning Lu, Shengcai Liu, Kun Wang and 5 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 ScieThe Hong Kong University of ScieThe Hong Kong University of ScieHong Kong University of Science Unified multimodal models

Multimodal Context-Aware Human Motion Generation with Language, Vision, and Object

Junyu Shi, Yong Sun, Zhiyuan Zhang, Lijiang LIU 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 2026The Hong Kong University of ScieHong Kong University of Science Medical LLMs

Less Evidence, Better Answering: Gain-Aware Minimal Evidence Subset Selection for Medical QA

Songyue Guo, Zhao CHEN, Caleb C Cao, Lei Chen

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 ScieNational University of SingaporeThe Hong Kong University of ScieHong Kong University of Science Adversarial robustness

Is Your LLM-as-a-Recommender Agent Trustable? LLMs' Recommendation is Easily Hacked by Biases (Preferences)

Zichen TANG, Zirui Zhang, Qian Wang, Zhenheng Tang 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 2026Hong Kong University of Science The Hong Kong University of ScieCentral SouthHorizon RoboticsDJI Technology3D vision & reconstruction

Horizon-Stream: Long-Horizon Attention for Streaming 3D Reconstruction

Chong Cheng, Peilin Tao, Nanjie Yao, Guanzhi Ding 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 2026The Hong Kong University of ScieTencentThe Hong Kong University of ScieMedical LLMs

Rare Disease Diagnosis Agent with Decoupled Workflows and Knowledge-Driven Self-Evaluation

Yunlu Yan, Yawen Huang, Xian Wu, Lei Zhu

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 ScieGuangdong University of TechnoloThe Hong Kong University of ScieVideo understanding

Reinforced Evidence-Aware Long Video Understanding

Yuan Xie, Tianshui Chen, Deyu Zhou, Lionel Ni

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026The HongKong university of scienThe Hong Kong University of ScieAgent memory

MGMem: An Efficient, Deterministic, and Provenance-Preserving Framework for Long-Horizon Agent Memory

Junhong Huang, Xin Tong, Jun Xia

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 ScieHong Kong University of Science Lappeenranta-Lahti University ofShandongThe Chinese University of Hong KMultimodal reasoning

Diving-R1: Empowering Multimodal LLMs with Traceable Progressive Reasoning for Interpretable Diving Action Quality Assessment

Kaishen Yuan, Yuting Zhang, Bohao Xing, Wenshuo Chen 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 2026The Hong Kong University of ScieTencentTsinghuaTencent AMSHong Kong University of Science Autoregressive generation

Collapse Hunter: Tackling the Dimensional Degeneration in Generative Ranking

Haoran Xin, Junwei Pan, Yongqi Zhou, Tianqu Zhuang and 7 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 KThe Hong Kong University of ScieChinese University of Hong KongTechnical University of MunichDepartment of Computer Science aDiffusion models

DiffCool: Label-Free Synthesis of Chip-Tailored Heat Sinks via Thermal-Aware Diffusion

Siyuan Liang, Zixiao Wang, Chenghan Wang, Shanyi 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 2026The Hong Kong University of ScieThe Hong Kong University of ScieHKUSTSouth China University of TechnoRutgersUnified 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 2026The Hong Kong University of ScieHuawei Technologies Ltd.The Hong Kong University of ScieHong Kong University of Science Segmentation

Static-to-Dynamic: Animating Still Mattes via Generative Motion for Video Matting

Suqi Song, Jiaqi Xu, Jialuo He, Renjing Pei 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 2026The Hong Kong University of ScieLingnanPruning & sparsity

Block-OBS-GS: Exact Per-Block Joint Brain Surgery with Gauss–Seidel Refinement for LLM Pruning

Yuwen Huang, Xiang Pan

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

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NeurIPS 2026The Hong Kong University of ScieNanyang TechnologicalThe Hong Kong University of ScieHuawei Technologies Ltd.Hong Kong University of Science Meta, transfer & few-shot learning

Curvature-Guided Parameter Initialization for Multi-Task Learning

Linxiao Cao, Zhipeng Zhou, Xutao Huang, Min Zhou 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 Hong Kong University of ScieCSE, HKUSTThe Hong Kong University of Scie3D generation

Pose-Free Feed-Forward 3D Inpainting via Learnable Mask Attention and Support Token Refinement

Jingyi Pan, Dan Xu, Qiong Luo

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

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NeurIPS 2026ShandongThe Hong Kong University of ScieTsinghua University, TsinghuaThe University of Nottingham NinThe Hong Kong University of ScieTime series classification & imputation

ClinStab: Stability-Oriented Learning for Medical Time Series via Dual-Stream Alignment

Songning Lai, Haoxuan Xu, Yi Liu, Wenshuo Chen 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 2026South China NormalThe Hong Kong University of ScieCity University of Hong KongThe Hong Kong University of ScieThe Hong Kong University of ScieGraph neural networks

Revisiting Autoregressive GCNs for Vehicle Routing Problems

Zhipeng Zhong, Junquan Huang, Yu Huang, Boyuan Zheng 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 2026Huazhong University of Science aThe Hong Kong University of ScieU Hong KongHong Kong University of Science Deep RL

The Cost of Mismatch: Noise Amplification in Zeroth-Order Reinforcement Learning

Lianmin Chen, Junbin Qiu, Chenxing Wei, Yao SHU 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 Hong Kong University of ScieGuangxiHong Kong University of Science Efficient inference & serving

Taking Low-Rank LLM Compression a Step Further: A Global Perspective with Fused Inference

Xinhao Huang, Yuqiang He, Zeyi Wen

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

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NeurIPS 2026The Hong Kong University of ScieHarbin Institute of TechnologyHarbin Institute of Technology, Quantization

Route-Consistent Adaptation for Stable Quantization of Mixture-of-Experts Models with Theoretical Guarantees

Longteng Zhang, Sen Wu, Qiang Wang, Shaohuai Shi 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 2026XidianThe Chinese University of Hong KThe Hong Kong University of ScieXidian University of Guangzhou IXi'an University of ElectroBandits & online learning

Near-Optimal Learning in Parametric Bandits with Action-Dependent Coarsened Feedback

Zhuohua Li, MAOLI LIU, Yuwen Huang, Cheng Wen 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 2026The Hong Kong University of ScieThe Hong Kong University of ScieHKUST-GZThe Chinese University of Hong KVision-language-action models

Dodge-It: Learning Collision-Aware VLA Models for Robotic Manipulation

Jiawei Feng, Chuzhao Huang, Xinli Xu, Yingcong Chen

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

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NeurIPS 2026The Hong Kong University of ScieThe Hong Kong University of ScieLLM reasoning & chain of thought

Toward Efficient Reasoning of Large Language Models via Latent Concept-Pyramid Modeling

Sijia Chen, Ningxin Su

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

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NeurIPS 2026SpotlightThe Hong Kong University of ScieAdobe ResearchHong Kong University of Science Adobe SystemsThe Hong Kong University of ScieDiffusion models

UltraDiff:Transferring High-Fidelity Priors to Compressed Latent Spaces for High-resolution Image Generation

Jingjing Ren, Haitian Zheng, Haoyu Chen, Connelly Barnes and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026Hong Kong University of Science The Hong Kong University of ScieHong Kong University of Science The Chinese University of Hong KVideo generation

Motion Forcing: Decoupling Ego and Object Motion via Sparse Inputs for Structured Video Generation

Tianshuo Xu, ZhiFei Chen, Leyi Wu, Hao LU 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 2026The Hong Kong University of ScieHong Kong University of Science Embodied agents

MAPS: Margin-Aware Priors and Verifier-Guided Search for Embodied Planning

XIN Li, Junquan Huang, Xujia Li, Lei Chen

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

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NeurIPS 2026The Hong Kong University of ScieThe Hong Kong University of ScieHong Kong University of Science ZhejiangAlignment & preference optimization

Strengthening LLMs for Tabular Prediction with Structural Priors

PRPO incorporates column-permutation invariance into LLM post-training via label-preserving permutations and two-level advantage estimation, enabling an 8B model to match specialized tabular baselines and outperform 685B reasoning LLMs by up to 53%.

Pengxiang Cai, Zihao Gao, Wanchen Lian, Guocong 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 2026The Hong Kong University of ScieThe Hong Kong University of ScieLLM reasoning & chain of thought

Ask, Answer, and Detect: Role-Playing LLMs for Personality Detection with Question-Conditioned Mixture-of-Experts

ROME uses role-playing LLMs to generate questionnaire answers from posts, then routes them via mixture-of-experts to improve personality detection and mitigate label scarcity.

Yifan Lyu, Liang Zhang

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

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NeurIPS 2026The Hong Kong University of ScieSouthwest JiaotongThe Hong Kong University of SciePhysics-informed ML & PDEs

Reformulating Neural Operators in $d+1$ Dimensions for Embedding Evolution

Reformulating neural operators in d+1 dimensions via auxiliary embedding evolution achieves lowest relative L2 error across benchmarks without brute-force scaling.

Haoze Song, Zhihao Li, Xiaobo Zhang, Zecheng Gan 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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