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Showing papers from Hong Kong University of Science and Technology Show all papers

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arXivHong Kong University of Science U Hong Kong Tencent Unified multimodal models

Adaptive Reward Routing: Dynamic Multi-Reward Optimization for Joint Audio-Video Diffusion via Forward-Process RL

Adaptive Reward Routing dynamically routes updates and balances rewards during forward-process RL for joint audio-video diffusion, consistently improving quality, alignment, and synchronization over fixed baselines.

Songlin Yang, Xiaotong Zhao, Jiacheng Zhang, Zhe Wang and 4 more

Published Sep 29, 2026 · 0 citations · ▲ 138 on Hugging Face

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arXivAalto Hong Kong University of Science U Hong Kong Music

YuE2: Unifying Symbolic and Audio Music Generation at Frontier Quality

YuE2 unifies symbolic and audio music generation through symbolic planning, producing readable scores and full-song audio that outperform public baselines and rival proprietary generators.

Ruibin Yuan, Jiahao Pan, Junyan Jiang, Zhiyue Wu and 31 more

Published Sep 27, 2026 · 0 citations · ▲ 246 on Hugging Face · Code ★ 10,927

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72%Highly rated

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ACL 2024U Washington U California, Berkeley Hong Kong University of Science Carnegie Mellon Hallucination & factuality

Don’t Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration

Multi-LLM collaboration detects knowledge gaps to make LLMs abstain from wrong answers instead of hallucinating.

Shangbin Feng, Weijia Shi, Yike Wang, Wenxuan Ding and 2 more

Published 2024 · 37 citations

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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 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 2026The Hong Kong University of Scie Hong Kong University of Science Central South The Hong Kong University of Scie Hong 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 2026Nanyang Technological Hong Kong University of Science Inception Institute of Artificia 3D vision & reconstruction

BudSplat: Feed-forward 3D Gaussian Splatting under a Rendering Budget

MUYU XU, Fangneng Zhan, Yu Wei, Ling Shao 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 2026fudan university Hong Kong University of Science Fudan Li Auto Inc.Imperial College London Navigation & SLAM

STEER: Route-Aware Adaptive Reasoning for Autonomous Driving

yangang Zou, Pei Liu, Nan Song, Bozhou Zhang 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 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 2026Hong Kong University of Science Ant Group Ant Research Stanford Pose & motion

PosePlaner: Denoising Any Feedforward Pose Predictor from Pairwise Planar Geometry

Yihang Chen, Bin Tan, Yujun Shen, Yinghao Xu 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 2026HKUST Hong Kong University of Science Department of Computer Science a The Hong Kong University of Scie The Hong Kong University of Scie Deep RL

CPA: Efficient and Stable FP4 RL Training via Cross-Precision Alignment

Gu Gong, Yining Wei, Yuechen Tao, Tianyuan Wu and 10 more

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

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67%Highly rated

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NeurIPS 2026The Hong Kong University of Scie Hong 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 2026Hong Kong University of Science Sensetime SenseTime CSE, HKUST Vision-language models

BlenderFORGE: Framework for Optimizing Reactive 3D-Graphics Editing Ability of MLLMs

Zilin Guo, Tianrui ZHANG, Yi RONG, Yichen Liu and 5 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 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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69%Highly rated

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NeurIPS 2026The Hong Kong University of Scie National University of Singapore The Hong Kong University of Scie Hong 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 2026Northwestern Polytechnical Hong Kong University of Science Northwestern Polytechnical Unive Northwest Polytechnical Universi Hong Kong University of Science Vision-language models

Where to Connect? Boosting MLLMs via Dynamic Gated Pathways across ALL ViT and LLM Layers

Yingying Yan, Jiaqi Tang, Wei Wei, Qianzhou Wang 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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NeurIPS 2026Tsinghua University, Tsinghua Ant Group Hong Kong University of Science Ant Research Stanford Video generation

Persistent Planar Memory for Video World Models

Yuze He, Bin Tan, Zelin Gao, Yujun Shen 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 Hunan Tsinghua Tsinghua University, Tsinghua Stanford Embodied agents

Decoupling Action from Egocentric Observation for World Simulation

Yue Ma, Pengjie Song, Xinyu Wang, Yi He and 9 more

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

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NeurIPS 2026Southern University of Science a HKUST CUHK WeChat Security AI Team Hong Kong University of Science Video understanding

FrameScout: Scouting Query-Relevant Frames for Long Video Understanding

Haonan Hu, Shuhao Chen, Weisen Jiang, Lizhao Gao 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 2026The Hong Kong University of Scie Department of Computer Science a Hong Kong University of Science The Hong Kong Univeristy of Scie Multilingual NLP

SwitchLingua V2: Agent-Driven Code-Switching via Digital Clones

Peng Xie, Yequan Bie, Jianda Mao, Hao CHEN 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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67%Highly rated

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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 2026Hong Kong University of Science AlignBase The Hong Kong University of Scie Alibaba Group Tongji Agent benchmarks & environments

Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

Zixin CHEN, Peng Liu, Rui SHENG, Haobo Li 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 2026The Hong Kong University of Scie Huawei Technologies Ltd.The Hong Kong University of Scie Hong 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 2026shenzhen university The Hong Kong University of Scie Hong Kong University of Science ShanghaiTech U Science and Technology of Chin Robot manipulation

Scaling Whole-Body Loco-Manipulation through Compositional Data Synthesis

Yufei Zhu, Runyi Yu, Yinhuai Wang, Aoru Xue and 5 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026The University of Sydney U Sydney U Sydney, University of Sydney Hong Kong University of Science DeepWisdom Mechanistic interpretability

ScopeSAE: Model-Scope Feature Discovery with Interpretable Layer Selection

Qingwen Zeng, Zehao Fu, Shuyu Meng, Linghan Huang 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 2026Huazhong University of Science a The Hong Kong Polytechnic Hong Kong University of Science LLM agents & planning

SeaPilot: Mobile Agent with Self-refining Environment Alignment

Zhigang Zuo, Senyao Li, Yufeng Jiang, Haozhao 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 2026Huazhong University of Science a The Hong Kong Polytechnic Hong Kong University of Science Graphs & LLMs

FedProG: Federated Graph Learning via Server-Side LLM Semantic Bridging and Uncertainty-Aware Distillation

Haitao Wang, Haozhao Wang, Wenchao Xu, Yichen Li and 4 more

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

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NeurIPS 2026Department of Computer Science a The Hong Kong University of Scie Hong Kong University of Science The Hong Kong Univeristy of Scie Multimodal reasoning

Visual Reinforcement Fine-Tuning via Bootstrapped Medical Reasoning

Yequan Bie, Peng Xie, Zhixuan CHEN, Yihui Wang 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 2026Nanjing Hong Kong University of Science Test-time compute

When LLM Routers Overpay: Strong-Model Over-Selection under Loose Budgets

Guannan Lai, Long Chen, Han-Jia Ye

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

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NeurIPS 2026Boston University, Boston Hong Kong University of Science LLM evaluation & benchmarks

Online Evaluation of LLMs via Dyadic Designs

Jinglong Zhao, Zijie Zhou

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 University of Science Hong Kong University of Science Zhejiang Tianjin Montreal Institute for Learning RL for LLMs

Reformulate LLM Reinforcement Learning for Stable Training under Black-box Discrepancy

Jiashun Liu, Runze Liu, Xu Wan, Jing Liang 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 Scie Hong Kong University of Science Deep RL

DiversePlace: Diversity-Seeking Curriculum Reinforcement Learning for Macro Placement

Wenrui Zhou, Jiashun Liu, Wenji Fang, Zhiyao Xie 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 2026sysu The Hong Kong University of Scie SUN YAT-SEN UNIVERSITY, China Hong Kong University of Science Sun Yat-Sen Jailbreaks & red teaming

Auditing Instruction Robustness in Vision-Language-Action Models via Diversity-Aware Red Teaming

Baoshun Tong, Haoran He, Yang Liu, Ling Pan 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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NeurIPS 2026U North Carolina at Chapel Hill Michigan State Hong Kong University of Science University of North Carolina at Object detection

Rethinking Geometric Depth in Monocular 3D Object Detection: A Projection-Consistent Reformulation

Zhihao Zhang, Abhinav Kumar, Huaizhi Qu, Tianlong Chen and 1 more

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

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NeurIPS 2026HKUST/Huawei Huawei Technologies Ltd.Huawei Tech. Investment Co. Ltd.Hong Kong University of Science Huawei Noah's Ark Lab Mechanistic interpretability

GEM: Interpretable Language Models via Geometric Embedding Alignment

Dimitrios Tsaras, Yankun Hong, Lei Chen, Zhiyao Xie 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 2026Hong Kong University of Science The Hong Kong University of Scie Privacy

Private Online Prediction from Experts with Small Losses

Bo Li, Peng Ye

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

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NeurIPS 2026Nankai The Hong Kong University of Scie HKUST Zhejiang Hong Kong University of Science Test-time compute

SIGMA: A Sigmoid-Gated Sampler for Test-Time Scaling in Diffusion Language Models

Ziwen Zhang, Weiyu Chen, Yuyan Zhou, Yichen Zhu 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 2026Hong Kong University of Science CSE, HKUST Segmentation

UniFunc3D: Unified Active Spatial-Temporal Grounding for 3D Affordance Segmentation

Jiaying Lin, Dan Xu

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 The Hong Kong Polytechnic Hong Kong University of Science Tsinghua MBZUAI Watermarking & AI-text detection

VERITAS: Veracity-Enhanced Robust Identification of LLM-generated Text Against Style-shifts

Xiaoquan Yi, Haozhao Wang, Yichen Li, Wenchao Xu 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 2026Hong Kong University of Science The Hong Kong University of Scie Hong Kong University of Science The Chinese University of Hong K Video 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 2026Singapore Management Hong Kong University of Science Singapore Management University Deep RL

Diffusion-Enhanced GFlowNet for Solving Vehicle Routing Problems

Ni Zhang, Zhiqin Zhang, Ling Pan, Hoong Chuin Lau 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 Scie Hong 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 2026Hong Kong University of Science Anhui Anhui Normal National University of Singapore The Hong Kong University of Scie 3D vision & reconstruction

Manifold-Guided Stereo-Monocular Refinement for Endoscopic Stereo Disparity Estimation

Jiewen Yang, Yi Zhong, Bin Pu, Xingbo Dong 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 2026HKUST, Alibaba Group Alibaba Group Hong Kong University of Science Speech synthesis

AudioCALM: Continuous Autoregressive Language Modeling for Universal Audio Generation

AudioCALM unifies speech, sound, and music generation via continuous autoregressive flow matching and asymmetric mixture-of-experts, matching specialized state-of-the-art performance.

Huadai Liu, Kaicheng Luo, Wen Wang, Qian Chen 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 2026Peking Tsinghua Zhejiang East China Normal Huazhong Agricultural Knowledge graphs

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists

Intern-Atlas builds a methodological evolution graph from over one million AI papers to model how methods emerge and adapt, enabling automated idea evaluation and generation.

Yujun Wu, Dongxu Zhang, Xinchen Li, Jinhang Xu and 10 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 47 on Hugging Face

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NeurIPS 2026Tsinghua The Chinese University of Hong K Hong Kong University of Science Duke Image restoration

PRISM: Rethinking Atmospheric Scattering Reconstruction as a Unified Understanding and Restoration Model for Real-world Dehazing

PRISM proposes a unified physically structured framework for real-world dehazing via proximal scattering atmosphere reconstruction, online non-uniform haze synthesis, and selective self-distillation adaptation to achieve competitive restoration results.

Chengyu Fang, Chunming He, Yuelin Zhang, Chubin Chen 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 2026The Hong Kong University of Scie HKUST, Guangzhou NVIDIA HKUST Hong Kong University of Science Flow matching

LucidNFT: LR-Anchored Multi-Reward Preference Optimization for Flow-Based Real-World Super-Resolution

LucidNFT improves flow-based real-world super-resolution via LR-anchored multi-reward preference optimization that reduces hallucinations while preserving perceptual quality.

Song Fei, Tian Ye, Sixiang Chen, Zhaohu Xing 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 4/5

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NeurIPS 2026Harbin Institute of Technology Tsinghua Harvard Alibaba Group Hong Kong University of Science RL for LLMs

LoopRPT: Reinforcement Pre-Training for Looped Language Models

LoopRPT applies reinforcement pre-training to looped language models by assigning rewards to latent reasoning steps, improving per-step quality and accuracy-computation trade-offs.

Guo Tang, Shixin Jiang, Heng Chang, Zihan Zhang and 6 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026 · ▲ 16 on Hugging Face

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NeurIPS 2026Univeristy of Texas at Austin Johns Hopkins U Pennsylvania, University of Pe Hong Kong University of Science CAS Multimodal reasoning

CausalSpatial: A Benchmark for Object-Centric Causal Spatial Reasoning

CausalSpatial benchmarks object-centric causal spatial reasoning, revealing MLLMs score 54% versus human 84% due to ungrounded textual reasoning, fixed by video-simulation framework COW.

Wenxin (Wendy) Ma, Chenlong Wang, Ruisheng Yuan, Hao Chen and 9 more

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

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NeurIPS 2026HKUST Department of Computer Science a The Hong Kong University of Scie Hong Kong University of Science Test-time compute

Attention-Based Sampler for Diffusion Language Models

Attention-based sampling orders diffusion language model tokens by attention-matrix column sums to maximize likelihood and improve generation quality with greater parallelism.

Yuyan Zhou, Kai Syun Hou, Weiyu Chen, James Kwok

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

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lenient 4/5

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NeurIPS 2026Hong Kong University of Science Instruction tuning

Crowded in B-Space: Calibrating Shared Directions for LoRA Merging

LoRA merging interference mainly stems from shared output-side B directions; calibrating them via Pico improves merged adapter accuracy across benchmarks and can exceed joint-training performance.

Yixuan Tang, Yi Yang

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026 · ▲ 6 on Hugging Face

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NeurIPS 2026OralThe Hong Kong University of Scie Eindhoven University of Technolo Hong Kong University of Science 3D vision & reconstruction

TransmissiveGS: Residual-Guided Disentangled Gaussian Splatting for Transmissive Scene Reconstruction and Rendering

TransmissiveGS disentangles reflective and transmissive components via dual Gaussian representations and residual-guided multi-view separation for transmissive scene reconstruction.

Zhenyu Liang, Xiao Zhang, Tianchao Li, Jack C Cheng and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · 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 2026The Hong Kong University of Scie U Science and Technology of Chin Hong Kong University of Science The Chinese University of Hong K Vision-language models

Direct Product Flow Matching: Decoupling Radial and Angular Dynamics for Few-Shot Adaptation

Direct product flow matching decouples radial and angular dynamics via constant-speed geodesic transport and hidden-state conditioning for state-of-the-art few-shot vision-language adaptation.

Hongxu Chen, Yanghao Wang, Bowei Zhu, Hongxiang Li 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 2026Jilin Immunocan Biotech Tsinghua Hong Kong University of Science Nanyang Technological Proteins

ProteinOPD: Towards Effective and Efficient Preference Alignment for Protein Design

ProteinOPD balances multi-objective protein preferences via on-policy distillation from preference-specific teachers, preserving designability with 8x training speedup over RL methods.

Yulin Zhang, He CAO, Zihao Jiang, Chenyi Zi 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 2026Hong Kong University of Science The Hong Kong University of Scie Beijing Institute of Mathematica Molecules & drug discovery

Probe Before You Edit: Probing-Guided Molecular Optimization for LLM Agents in Structure-Based Drug Design

PROBE uses edit-response probing to build pocket-specific site maps and EditManuals that guide multi-agent optimization of both affinity and druggability in structure-based drug design, achieving state-of-the-art on CrossDocked2020.

Zaifei Yang, Weiyu Chen, Yaqing Wang, James Kwok

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 University of Science Tencent Sea AI Lab Penn State Hallucination & factuality

Scalable Token-Level Hallucination Detection in Large Language Models

TokenHD trains token-level hallucination detectors via scalable synthetic data and importance weighting, with small models outperforming larger reasoning models and scaling consistently.

Rui Min, Tianyu Pang, Chao Du, Minhao Cheng 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 2026HKUST Hong Kong University of Science VNET Group The Hong Kong University of Scie Zhejiang Diffusion models

AHPA: Adaptive Hierarchical Prior Alignment for Diffusion Transformers

AHPA adaptively selects hierarchical VAE feature priors via a timestep-conditioned router to match diffusion transformer alignment granularity to denoising needs, improving convergence without inference overhead.

Ruibin Min, Yexin Liu, Aimin PAN, Changsheng Lu 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 Scie The Hong Kong University of Scie Hong Kong University of Science Xidian Baidu Video-language models

MedHorizon: Towards Long-context Medical Video Understanding in the Wild

MedHorizon benchmarks long medical video understanding via sparse evidence retrieval and multi-hop reasoning, with top models reaching only 41.1% accuracy.

Bodong Du, Bowen Liu, Yang YU, Xinpeng Ding 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 2026Renmin University of China Standord Hong Kong University of Science Efficient inference & serving

Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice

Proposing geometry-aware online scheduling via Smallest Volume First improves LLM serving's worst-case competitive ratio from 48 to 3 and reduces latency in vLLM.

Li Kong, Qi Qi, Yinyu Ye, Zijie Zhou

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

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