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Showing papers from The Chinese University of Hong Kong, Shenzhen Show all papers

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NeurIPS 2026Shanghai Jiao TongThe Chinese University of Hong KHarbin Institute of TechnologyShanghai Artificial IntelligenceTsinghuaMechanistic interpretability

CircuitSeer: Mining High-Quality Data by Probing Mathematical Reasoning Circuits in LLMs

Shaobo Wang, Yongliang Miao, YuanCheng Liu, Qianli Ma 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 2026The Chinese University of Hong KThe Chinese University of Hong KThe Chinese University of Hong KSCUTSouth China University of TechnoRobot 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 2026The Chinese University of Hong KThe Chinese University of Hong KThe Chinese University of Hong KUnified multimodal models

MEME: Lightweight Hierarchical Mixture-of-Experts for Unified Affective Computing

Yinan Zhang, Haoyu Zhang, Tianshu Yu

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

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NeurIPS 2026The Chinese University of Hong KU Hong KongWuhanBaiduBaidu Inc.3D vision & reconstruction

Latent Spatial Reasoning: Building Innate 3D Awareness via Latent-Space Distillation

Ruifei Zhang, Xiangru Lin, Haoyuan Li, Wei Zhang 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 Chinese University of Hong KThe Chinese University of Hong KDeep learning theory

Spectral Degeneration of Softmax Attention under Isotropic Score Geometry

Mengda Li, Jianfeng Yao

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

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NeurIPS 2026Shanghai JiaotongTencent YoutuTencent Youtu LabTongjiThe International Digital EconomVisual grounding

HiLoc: A Hierarchical Representation Method for Spatial Localization in Multimodal Large Language Models

Evelyn Zhang, Fufu Yu, Hanjun Li, Aoqi Wu 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 2026Rutgers universityNorthwestern University, NorthweTechnische Universität DarmstadtNorthwesternRutgersLLM pretraining & scaling laws

Harder the Task, Sparser the Representation: Sparsity as a Learning Signature of Capability in LLMs

Mingyu Jin, Yutong Yin, Jingcheng Niu, Qingcheng Zeng and 7 more

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

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NeurIPS 2026City University of Hong KongThe Chinese University of Hong KNanyang TechnologicalZhejiangVision-language models

RobustPruner: Decoupled Relevance and Uncertainty for Efficient Visual Token Pruning in MLLMs

Hanwei Zhu, Junhan Fu, Xi Zhang, Jiamang Wang 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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lenient 1/5
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69%Highly rated
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NeurIPS 2026The Chinese University of Hong KBeihangThe Chinese University of Hong KByteDance Inc.TencentJailbreaks & red teaming

Safe, or Simply Incapable? Rethinking Safety Evaluation for Phone-Use Agents

Zhengyang Tang, Yi Zhang, Chenxin Li, Xin Lai and 17 more

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

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AI panel: 3 of 20 reviewers recommend it
lenient 2/5
medium 1/10
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NeurIPS 2026U North Carolina at Chapel HillThe Chinese University of Hong KThe Chinese University of Hong KU Illinois at Urbana-ChampaignInstitute of automation, ChineseRL for LLMs

Auto-Rubric as Reward: From Implicit Preference to Explicit Generative Criteria

Juanxi Tian, Fengyuan Liu, Jiaming Han, Yilei Jiang 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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57%Worth a look
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NeurIPS 2026The Chinese University of Hong KPeking Union Medical College HosMacao PolytechnicMacau Polytechnic InstituteThe Chinese University of Hong KText-to-image

MedIGen: Reliable Medical Illustration Generation via Interleaved Introspective Reasoning

Rongsheng Wang, Hongru Zhou, Ruizhe Zhou, HAOMING 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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57%Worth a look
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NeurIPS 2026The Chinese University of Hong KNanyang TechnologicalSaarland Informatics Campus, MaxThe Chinese University of Hong KMicrosoft ResearchVideo generation

GeoMemory: Geometry-Indexed Memory for Long-Horizon Interactive Video Generation

Junchao Huang, Xinting Hu, Boyao Han, Shaoshuai Shi 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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lenient 1/5
medium 0/10
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57%Worth a look
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NeurIPS 2026Institute of automation, ChineseU Electronic Science and TechnolThe Chinese University of Hong KByteDance Inc.U Science and Technology BeijingEfficient inference & serving

CompilerKV: Risk-Adaptive KV Cache Compression via Offline Experience Compilation

Ning Yang, Chengzhi Wang, Yibo Liu, Baoliang Tian 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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medium 0/10
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57%Worth a look
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NeurIPS 2026Harbin Institute of TechnologyThe Chinese University of Hong KThe Chinese University of Hong KSegmentation

Learning Semantic Consistency for Open-Vocabulary Dense Perception

Li Ding, Junjie Wang, Jingjun Yang, Jiaze Wang 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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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026XidianFudanThe Chinese University of Hong KVision-language models

ConfDet: Learning Reliable Confidence for MLLM-based Detection

Xuanjie Mao, Peng Ye, Ziteng Ma, Lin Zhang and 5 more

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

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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026U Science and Technology of ChinFudanThe Chinese University of Hong KVision-language models

Dual-Pronged LoRA: Achieving Near-Zero Forgetting and High-Performance Adaptation for MLLMs

Jingqi Ye, haonan he, Minglei Li, Fujun Han and 2 more

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

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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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NeurIPS 2026The Chinese University of Hong KHuawei Technologies Ltd.Chinese University of Hong Kong,Speech enhancement

AnyEdit: A Unified Framework for Speech and Singing Voice Editing with Real-World Environmental Consistency

Yunjia Zhang, Junan Zhang, Jing Yang, Xueyao 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
45%Niche pick
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NeurIPS 2026PekingTAOBAO & TMALL GROUPThe Chinese University of Hong KAlibaba GroupAlibaba Inc.Event sequences

Learning Deployable Causal Action Geometry under Temporal Non-Stationarity

Changjian Liu, Tianyu Wang, Yuwei Xu, Xiaoxuan Deng 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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AI panel: 0 of 20 reviewers recommend it
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57%Worth a look
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NeurIPS 2026HKUSTThe Hong Kong University of ScieCISPA Helmholtz Center for InforThe Chinese University of Hong KSouthern University of Science aVision-language models

Learning When to Think: Dual-Reference Offline Optimization for Adaptive VLM Reasoning

Hongbin Lin, Sizhe Zou, Juangui Xu, Xinyue 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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lenient 1/5
medium 0/10
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74%Highly rated
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NeurIPS 2026New Jersey Institute of TechnoloNational University of SingaporeWake ForestCiscoThe Chinese University of Hong KProbing & representation analysis

Rep2Text: Decoding Full Text from a Single LLM Token Representation

Rep2Text recovers roughly half of tokens from single LLM representations via adapter-based decoding, showing sequence-length bottlenecks preserve semantics but reduce token recovery.

Haiyan Zhao, Zirui He, Yiming Tang, Fan Yang and 3 more

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

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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 3/10
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