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Showing papers from Hong Kong Polytechnic University Show all papers

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arXivThe University of Texas at Austi Zhejiang Hong Kong Polytechnic U Science and Technology of Chin Beijing University of Posts and LLM reasoning & chain of thought

On the Geometry of On-Policy Distillation

On-policy distillation updates occupy a sparse, low-dimensional parameter subspace that is functionally sufficient and geometrically distinct from supervised fine-tuning and reinforcement learning.

Zhennan Shen, Yanshu Li, Qingyu Yin, Chak Tou Leong and 5 more

Published Jun 5, 2026 · 0 citations · ▲ 75 on Hugging Face

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NeurIPS 2026The Hong Kong Polytechnic Hong Kong Polytechnic Vision-language models

Revitalizing Medical Time Series with Vision-Informed Retrieval: A Vision-Language Perspective

Guoqi Yu, Juncheng Wang, Shujun Wang

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

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NeurIPS 2026Hong Kong Polytechnic Hong Kong University of Science Spatio-temporal forecasting

ObsConDA: Observability-Constrained Data Assimilation with Control-Space Inference

He Fang, Jiaqi FAN, Dan Wang

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

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NeurIPS 2026U Science and Technology of Chin The Hong Kong University of Scie Mohamed bin Zayed University of Hong Kong Polytechnic HKBU / RIKEN Deep RL

Interactive Combinatorial Reinforcement Learning for Knowledge Graph Reasoning

Jun Nie, Yonggang Zhang, Tongliang Liu, Chengqi Zhang 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 Polytechnic Hong Kong University of Science Southern University of Science a Nanyang Technological Rutgers RL 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 2026Southwestern University of Finan The Hong Kong University of Scie Hong Kong Polytechnic WeBank and HKUST Federated learning

FedVaccine: Knowledge Recall after Spatial-Temporal Catastrophic Forgetting in Federated Continual Learning via Gradient-Based Vaccine

Hao Yu, Xin Yang, Boyang Fan, Xuemei Cao 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 2026Shandong University; infec Shandong Tianjin Hong Kong Polytechnic China University of Petroleum Time series forecasting

IMTS-Tokenizer: Time-Aware Tokenization for Irregular Multivariate Time Series Forecasting

Bin Xu, Yinghua Li, Linqi Han, Xiaoyu 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 2026Mohamed bin Zayed University of The University of Sydney HKBU / RIKEN Jilin Hong Kong Polytechnic Materials & chemistry

MaterialsPilot: An Execution-Feedback Framework for Generative Design of Complex Atomistic Architectures

Qiaolin Lu, Tongliang Liu, Qiang Qu, Bo Han 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 2026The University of Sydney Harbin Institute of Technology S U Sydney, University of Sydney HKBU / RIKEN Mohamed bin Zayed University of Materials & chemistry

Symmetry-Guaranteed Prediction of High-Order Tensor Properties for Crystalline Materials via Irreducible Decomposition

Qiaolin Lu, Qiang Qu, Hao Jiang, Aoni Xu and 5 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 Polytechnic Hong Kong Polytechnic The Hong Kong Polytechnic Univ Diffusion models

Phase-wise Velocity Distillation: Towards Effective Image Generation with A Single NFE

Zhen Guo, Rongyuan Wu, Qiaosi Yi, Chenxi Xie 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 2026Shanghai Jiaotong Shanghai Jiao Tong Hong Kong Polytechnic Eastern Institute of Technology,AutoML & architecture search

DASS: A Solver-Agnostic Dynamic Auxiliary Search Strategy for Symbolic Regression

Hu, Qian Li, Ding Wang, Yekun Zheng 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 2026ChongQing Chongqing Chong Qing Zhejiang Normal Beijing Institute of Technology Pose & motion

EgoHMP: Achieving Precise Human Motion Prediction in 3D Scenes via Egocentric Cues

Xin Zhao, Pengzhan Zhou, Ziyi Li, Riheng Jia 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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67%Highly rated

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NeurIPS 2026The University of Hong Kong Hong Kong Polytechnic U Hong Kong Probing & representation analysis

From Pixels to Concepts: Do Segmentation Models Understand What They Segment?

Shuang Liang, Zeqing Wang, Yuxian LI, Xihui Liu and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · Code ★ 5

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NeurIPS 2026The Hong Kong Polytechnic McGill University & Mila - Q Hong Kong Polytechnic Tongji university Tongji Deep RL

Preference-Guided Adversarial Policy Optimization for Long-Tail Robust Driving

Tong Nie, Yihong Tang, Junlin He, Yuewen Mei and 4 more

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

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NeurIPS 2026The Hong Kong Polytechnic Hong Kong Polytechnic Regressor, Inc.3D vision & reconstruction

FoundSurface: Feedforward Ray-Based 3D Scene Surface Reconstruction from Unposed Images

Shenxing Wei, Jinxi Li, Zihui Zhang, Ajay Kumar 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 Polytechnic Monash International Digital Economy Ac Jilin Griffith LLM reasoning & chain of thought

MemPilot: Learning Transferable Latent Memory Mechanisms for LLM Reasoning

Changlong Shi, LINHAO LUO, Shigeng Chen, Guibin Zhang and 3 more

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

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NeurIPS 2026Monash Hong Kong Polytechnic Griffith Agent memory

TransMem: Transition-Aware Retrieval for Evolving Personal Memory

Shigeng Chen, LINHAO LUO, Changlong Shi, Zhangchi Qiu 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 Oslo Aalborg Hong Kong Polytechnic Shandong U Oslo, Simula Research Laborato Embodied agents

REINS: A Self-Evolving Agent Harness for Real-Time Trajectory Planning

Zhihong Cui, Hengyu Liu, Haoran Tang, shijun liu 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 2026U Jinan Hong Kong Polytechnic Distribution shift & OOD detection

Strengthen Out-of-Distribution Detection via Adaptive Mahalanobis Gap

Kunpeng Sui, Rundong He, Jie Su

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

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NeurIPS 2026Shanghai Jiaotong Shanghai Jiao Tong U Hong Kong Fudan Hong Kong Polytechnic LLM pretraining & scaling laws

SAGE: Semantically Disentangled Representation Learning through Latent Geometry Constraint and Large Language Model

Qiuyu Chen, Liang Xu, Yunnan Wang, Mingqi Yuan 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 2026Hong Kong Polytechnic SUN YAT-SEN UNIVERSITY Lanzhou 3D generation

StoSplat: Ray-Aligned Stochastic Preconditioning for Feed-Forward 3D Gaussian Splatting

Qibin Hu, Zhiheng Fu, Longguang Wang, Jisheng Dang 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 2026Hong Kong Polytechnic The Hong Kong Polytechnic The University of Tokyo UNSW Sydney Deep RL

Discovering Programmatic Policies from Reinforcement Learning-Based Traffic Signal Controllers

Lindong Xie, Yang Zhang, Beiyu Song, XING Zeren 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 2026Tencent HY Tongji Alibaba Group institute of neuroscience Zhejiang Agent memory

OmniMemBench: Towards Scalable Evaluation of Long-Term Omni-Modal Agent Memory

Junhan Shi, Qiyi Wang, Xiongwei Wu, Ming Ma 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 2026Southeast Tongji Shanghai Jiao Tong Hong Kong Polytechnic Mohamed bin Zayed University of Federated learning

FedSEM: Mitigating Cross-Client Evidence Drift in Federated Multiple Instance Learning

Zhiqiang Kou, Beidi Wang, Yuling Shi, Shengkun Zhu 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 2026National University of Defense T Peking Northwest Polytechnical Hong Kong Polytechnic Tiangong Physics-informed ML & PDEs

Architecture-Embedded Physics Priors for Mitigating Spectral Bias in Physics-Informed Neural Networks

Zhuo Zhang, Li Zhang, Ying Miao, Hongzong 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 2026The Hong Kong Polytechnic Singapore Management Nanyang Technological Jilin Hong Kong Polytechnic LLM pretraining & scaling laws

Language Models Demand New Computer Science

Chang Yang, Xinrun Wang, Shuxin Li, Qinggang Zhang 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 2026Hong Kong Polytechnic The Hong Kong Polytechnic Univ Tokenization

BitMTP: When Multi-Token Prediction Meets Low-Bit Large Language Models

Ning Zhang, Shihao Wang, Jinrui Zhang, Chaodong Xiao 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 2026Hong Kong Polytechnic Columbia Diffusion models

ART for Diffusion Sampling: A Reinforcement Learning Approach to Timestep Scheduling

Yilie Huang, Wenpin Tang, XUNYU ZHOU

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 Polytechnic Columbia Diffusion models

Amortized Guidance for Image Inpainting with Pretrained Diffusion Models

Yilie Huang, XUNYU ZHOU

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

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NeurIPS 2026Zhejiang Sun Yat-sen University Cancer Ce Monash Hong Kong Polytechnic InfiX.ai Medical LLMs

NPCBench: A Clinical Apprenticeship Benchmark for Guideline-Constrained Care-Pathway Reasoning in Nasopharyngeal Carcinoma

Pengkai Wang, Wei-Wei Zhang, Yan Li, Min Tang and 12 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 Polytechnic Dalian University of Technology Taiyuan University of Technology Image restoration

Decoupling Direction and Magnitude: Language-Steered Flow Matching for Super-Resolution in the Dark

Jiaxin Gao, Ziyu Yue, Yaohua Liu, Danchen Cui 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 2026Hong Kong Polytechnic The Hong Kong Polytechnic Univ Image restoration

MESS: Multi-Exposure Sequence Synthesis for Generalizable Image Enhancement

Ruodai Cui, Shuaizheng Liu, Rongyuan Wu, Lei Zhang

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

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NeurIPS 2026Hong Kong Polytechnic Guangdong OPPO Mobile Telecommun The Hong Kong Polytechnic OPPO Research Institute The Hong Kong Polytechnic Univ LLM agents & planning

AURA: An Autonomous Retouching Agent with Photographic Visual Thinking

Shuaizheng Liu, Fangzhou Han, Jiarong Liao, Yujing Sun 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 2026Hunan Hunan University of Science and , Chinese Academy of Sciences CNIC CAS Hong Kong Polytechnic Graph transformers

DTA-GT: Direction- and Topology-Aware Graph Transformer for Neural Network Representation Learning

Yuxiang Zeng, Kun Xie, Yang Wang, Jigang Wen 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 2026Hong Kong Polytechnic Guangzhou AI oversight & deception

DIBench: Benchmarking Decision Integrity of GUI-based Mobile Agents Under Deceptive Injections

Li Hu, Kanghua Mo, Yingbin Jin, Qingqing Ye 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 2026Nanjing University of Science an Anhui University of Technology Hong Kong Polytechnic U Luxemburg Data61, CSIRO Hallucination & factuality

Invisible Ink, Visible Lies: How Production Watermarking Causes LLMs to Hallucinate

Haocheng Ye, Aoting Hu, Xinwei Zhang, Xunzhu Tang 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 2026Shanghai Jiaotong Tsinghua Hong Kong Polytechnic U Science and Technology of Chin Microsoft Robot manipulation

DeformGen: Dynamics-Based Topology Augmentation for Deformable Manipulation Policy Learning

DeformGen uses dynamics-based topological augmentation to generate diverse deformable object states and warp trajectories for improved manipulation policy learning.

Zili Lin, Wenyao Zhang, Yuyang Zhang, Zekun Qi 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 2026The Hong Kong University of Scie Hong Kong University of Science Hong Kong Polytechnic University College London, Unive 3D vision & reconstruction

UniGS: Unified Geometry-Aware Gaussian Splatting for Multimodal Rendering

UniGS proposes a unified geometry-aware Gaussian Splatting framework that simultaneously renders RGB, depth, normals, and semantics with state-of-the-art multimodal reconstruction accuracy.

Yusen XIE, Zhenmin Huang, Jianhao Jiao, Dimitrios Kanoulas 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 2026Hong Kong Polytechnic PolyU, HK The Hong Kong Polytechnic Univ 3D vision & reconstruction

DepthMaster: Unified Monocular Depth Estimation for Perspective and Panoramic Images

DepthMaster unifies monocular metric depth estimation for perspective and panoramic images via patch decomposition, a correspondence consistency loss, and virtual projection priors, achieving state-of-the-art zero-shot results across 13 datasets.

Pengfei Wang, Shihao Wang, liyi chen, Zhiyuan Ma 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 2026Li Auto Inc.Hong Kong Polytechnic Autonomous Driving, Li Auto Inc.Tianjin LiAuto Embodied agents

ReflectDrive-2: Reinforcement-Learning-Aligned Self-Editing for Discrete Diffusion Driving

ReflectDrive-2 is a discrete diffusion planner that uses reinforcement learning to train self-editing trajectory tokens, boosting NAVSIM PDMS to 91.0 with 31.8 ms latency.

Huimin Wang, Yue Wang, Bihao Cui, Pengxiang Li and 6 more

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

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lenient 4/5

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