Good Papers

Showing papers from Hunan University Show all papers

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NeurIPS 2026HunanXidianNavigation & SLAM

Decoupled Complementary Fields on 3D Gaussian Maps for Embodied Navigation and Reasoning

Zhao Jiahao, Yaonan Wang, Zijie Wu, Mingtao Feng 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 2026HunanU Science and Technology of ChinChief Scientist @ Squirrel AIMultimodal reasoning

AeroMosaic:Transport-Aware Multimodal Evidence Fusion for Atmospheric Pollution Risk Inference

Muyang Zheng, Jiaming Ma, Zongyu Zhang, Qingsong Wen

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

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NeurIPS 2026HunanTsinghua University, TsinghuaChangsha University of Science aPhysics-informed ML & PDEs

GEMS-3D: A Large-Scale 3D Gravity, Electrical, Magnetic, and Seismic Earth Simulation Dataset for Multimodal Geophysical Learning

Yonghao Wang, Meijia Huang, Wenkai Lu, Zhuo Jia 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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lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026U Science and Technology of ChinHunanPhysics-informed ML & PDEs

PI-EDG: Physics-Informed Full-Space Electron Density Generation from Molecular Geometry

Jiahang Shen, Hongxin Xiang, Zhixiang Cheng, Keke Chen 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 ScieHunanTsinghuaTsinghua University, TsinghuaStanfordEmbodied 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 2026South China University of TechnoHunanVision-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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lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026U Science and Technology of ChinHunanAutomated scientific discovery

DETS: An Interval-Censored Evidential Sampling Framework for Cross-Domain Scientific Discovery

Jiahang Shen, Hongxin Xiang, Wenjie Du

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

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67%Highly rated
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NeurIPS 2026HunanThe Third Xiangya Hospital, CentDatasets & benchmarks

SafeDrug: A Benchmark Dataset for Safety-Critical Pharmacological Reasoning in LLMs

Tengfei Ma, Yushan Yang, HOU Jiahao, Yujie Chen 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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AI panel: 2 of 20 reviewers recommend it
lenient 2/5
medium 0/10
strict 0/5
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NeurIPS 2026Beijing Institute of TechnologyTsinghuaHunancomputer science, TsinghuaInstitute of Microelectronics ofTime series foundation models

Observations Drift, Structures Remain: Structural Pretraining with Time Alignment for Electromagnetic Signals

Wenjin Gui, Junyu Shen, Haibo Xu, Yuchuang Sun 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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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026HunanVision-language models

VLAN: Vision-Language Accessible Navigation

Jie Hu, Yu Zheng, Wenzhi Wu, Weixing Feng 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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lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026HunanU OxfordKarlsruher Institut für TechnoloKarlsruhe Institute of TechnologSpatio-temporal forecasting

OccStress: Stress-Testing the 4D Occupancy Forecasting Chain

Yu Zheng, Jie Hu, Jiaqi Xiong, Ruiping Liu 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 2026SpotlightChinese Academy of Sciences, InsShanghaiTechNational University of SingaporeThe Chinese University of Hong KInstitute of Automation, ChineseMolecules & drug discovery

Binding Mode Matters: Hotspot-Aware Drug Discovery via Explorative Preferences

Dingshuo Chen, Hao Yang, Kuangqi Zhou, Zhixun Li 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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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026HunanCentral SouthDeep RL

$R^2E$: A Role-driven Reward Evolutionary Framework for Automated Reward Function Design

Shouhao Chang, Xuan Liu, Hongye Zhu, Xinning Chen 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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57%Worth a look
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NeurIPS 2026ZhejiangHunanIndependent ResearcherNational University of SingaporeRetrieval-augmented generation

RealDev-QA: Trajectory-Level Diagnosis for Developer RAG Under Real-World Noises

Tianling Lan, Yao Junxiao, Tingyang Chen, Cibo Yu 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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lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026The University of Western AustraHunanXidianU Western Australia3D vision & reconstruction

PGMS: Pyramidal Gaussian Mixture Splatting for 3DGS Compression

Xiaoge Zhang, Zijie Wu, Mingtao Feng, Saeed Anwar 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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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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NeurIPS 2026XidianHunanXidian University, ChinaU Western Australia3D generation

Intrinsic-Preserving Schrödinger Bridge for Direct Part-Aware 3D Generation

Qitong Yang, Mingtao Feng, Zijie Wu, Jie Feng 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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lenient 1/5
medium 0/10
strict 0/5
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NeurIPS 2026Karlsruher Institut für TechnoloKarlsruhe Institute for TechnoloKarlsruhe Institute of TechnologU AlbertaHunanUnified multimodal models

Read, Parse, Describe: Unified Document Parsing with Visual Element Description Generation

Yuheng Chen, Yufan Chen, Zhuojun Cai, Ruiping Liu 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 2026HunanHunan University of Science and , Chinese Academy of SciencesCNIC CASHong Kong PolytechnicGraph 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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medium 0/10
strict 0/5
74%Highly rated
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NeurIPS 2026Tsinghua University, TsinghuaHunanDalian MartimeThe Chinese University of Hong KTsinghuaUnified multimodal models

DCVD: Dual-Channel Cross-Modal Fusion for Joint Vulnerability Detection and Localization

DCVD jointly detects vulnerable functions and localizes vulnerable statements via dual-channel cross-modal fusion with explicit multi-granularity supervision, outperforming state-of-the-art baselines.

Wenxin Tang, Wenbin Li, Junliang Liu, Jingyu Xiao 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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9/20 AI panelreviewers recommend it

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AI panel: 9 of 20 reviewers recommend it
lenient 5/5
medium 4/10
strict 0/5
78%Highly rated
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NeurIPS 2026Sun Yat-SenSUN YAT-SEN UNIVERSITYHunanSun Yat-senHarbin Institute of Technology, Vision-language models

M3-AD: Reflection-aware Multi-modal, Multi-category, and Multi-dimensional Benchmark and Framework for Industrial Anomaly Detection

M3-AD proposes a reflection-aware multimodal benchmark and RA-Monitor framework that improves industrial anomaly detection via learnable self-correction, outperforming several MLLMs.

Chao Huang, Yanhui Li, Hongxi Huang, Yunkang Cao 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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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 0/5
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