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Showing papers from Xidian University Show all papers

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NeurIPS 2026XidianDeep RL

Reinforcement Learning for View-Adaptive Distillation in 3D Gaussian Compression

Hongji Zhao, Mingrui Zhu, Xin Wei, Nannan Wang

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

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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 2026SpotlightTianjinXidianTianjin University, ChinaNavigation & SLAM

All Roads Lead to Rome: Flow-driven Multi-Anchor Exploration for Open-Environment Active 3D Mapping

Yang Li, Aming WU, Zihao Zhang, Ziju Han 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 2026Nanyang TechnologicalXidianNanyang Technological UniversityDiffusion models

PRISM: Human Point Cloud Reconstruction via Skeleton-Guided Diffusion from MmWave Radar

Jiacheng Huang, Long Tian, Yuan Liu, Andy Khong

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

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NeurIPS 2026XidianXi'an University of ElectroTokenization

Joint Sequence--Vocabulary Selection for Efficient LLM Distillation

Xueli Geng, Weicheng Zhao, Xutong Mu, Tianrui Wei 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 2026XidianCity University of MacauGuangdong Provincial People&#x27Xi'anGuangdong Provincial People&#x27Medical imaging

ResFusion: Medical Image Fusion Driven by Implicit-Forward Diffusion and Time-aware Joint Optimization

Nannan Wang, Dawei Zhou, Zhengkun Yu, Lei Hu 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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lenient 2/5
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NeurIPS 2026XIDIAN UNIVERSITYXidianHangzhou Institute of TechnologyU Technology SydneyDiffusion models

StyleRoute: Diffusion Style Transfer via Regional Routing and Conflict-aware Projection

Xunhao Lin, Yu Sun, Xinpeng Ding, Fei Gao 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 2026Department of Industrial EngineeTsinghua University, TsinghuaTsinghuaHuawei Technologies Ltd.XidianAnomaly detection

Supervision Recovery for Time Series Anomaly Detection via Counterfactual Pairing

Yifei Gao, Tian Lan, Yimeng Lu, Xuming An 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 2026City University of Hong KongXidianColumbiaThe University of Hong KongVideo-language models

Diagnosing and Correcting Bias in MLLM for Long Video Understanding

Xusheng Liang, Jianqiao Sun, Hao Zhang, Yulei Niu 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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lenient 1/5
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NeurIPS 2026OralU MacauNorthwest Polytechnical UniversiXidianU Texas ArlingtonGraph neural networks

Releasing Anchors from Cross-View Correspondence: Probabilistic Multi-View Anchor Graph Clustering

Zhoumin Lu, Yongbo Yu, Yu Duan, Feiping Nie 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 2026Xi'an University of TelecomXidianGraph neural networks

Adaptive Feature Propagation for Attribute-Missing Graph Clustering

Xiang Long, QIANQIAN WANG

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

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NeurIPS 2026Xi'an University of ElectroXidianThe Hong Kong University of ScieHuawei Technologies Ltd.Instruction tuning

Modulating Merging Strengths via Joint Loss Estimation for LoRA-based Continual Learning

Kun Gu, De Cheng, Zhipeng Xu, Lingfeng He 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 1/5
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NeurIPS 2026XidianXi'an Jiaotong University, Huawei Technologies Ltd.In-context learning & prompting

TriPrompt: Progressive Local Prompting for Few-shot Out-of-Distribution Detection

Ziyou Xiang, Chaowei Fang, Zhihong Wu, Jiliang Li 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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lenient 1/5
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67%Highly rated
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NeurIPS 2026XidianXi'an University of ElectroRemote sensing

Query as a Resource: Activity-Cost Guided Remote Sensing Domain-Incremental Object Detection

Xi Yang, Zhengyu Yuan, De Cheng, Nannan Wang

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

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lenient 2/5
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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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NeurIPS 2026The Chinese University of Hong KXidianDepartment of Computer Science aQwen Team & Chinese UniversiChinese University of Hong KongBandits & online learning

Safe Linear Bandits with Unknown Safety Gaps

MAOLI LIU, Zhuohua Li, Zeyu Zhang, Xiangxiang Dai 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 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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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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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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74%Highly rated
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NeurIPS 2026Xi'an JiaotongPekingXidianXi'an University of TechnolSingapore University of TechnoloSelf-supervised vision

Diffusion Masked Pretraining for Dynamic Point Cloud

DiMP applies diffusion modeling to masked tube-center inference and inter-frame motion prediction, eliminating positional leakage and deterministic trajectory collapse to improve dynamic point cloud pretraining.

Zhuoyue Zhang, Yiding Sun, Chaowei Fang, Haozhe Cheng 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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AI panel: 9 of 20 reviewers recommend it
lenient 4/5
medium 5/10
strict 0/5
74%Highly rated
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NeurIPS 2026Beijing Institute of TechnologyXidianNortheast University at QinhuangTsinghuaAutoregressive generation

ExtraVAR: Stage-Aware RoPE Remapping for Resolution Extrapolation in Visual Autoregressive Models

ExtraVAR proposes stage-aware RoPE remapping and entropy-driven attention calibration to eliminate repetition and detail degradation when extrapolating VAR models to higher resolutions without retraining.

Feihong Yan, Shaoyu Liu, Haixuan Wang, Shuai Lu 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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AI panel: 9 of 20 reviewers recommend it
lenient 3/5
medium 6/10
strict 0/5
91%Must read
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NeurIPS 2026西店大学XidianLLM agents & planning

Beyond Suspicious Steps: Ontological Trust in Long-Horizon Agents

Ontological trust measures whether trajectory prefixes match authorized tasks; RGE detects long-horizon agent drift with over 93% F1 and above 95.8% benign coverage via deterministic Role, Goal, and Evidence checks.

一个 他, Yao Wang, Haibin Zhang

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

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AI panel: 18 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 3/5
89%Must read
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NeurIPS 2026The Hong Kong University of ScieThe Hong Kong University of ScieHong Kong University of Science XidianBaiduVideo-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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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 3/5
89%Must read
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NeurIPS 2026Tsinghua University, TsinghuaTsinghuaXidianU Illinois Urbana-ChampaignYuanXingGuangNianVision-language-action models

ElegantVLA: Learning When to Think for Efficient Vision-Language-Action Models

ElegantVLA accelerates vision-language-action models via adaptive compute scheduling, achieving up to 3.77x speedup and doubling control frequency without retraining.

Ye Li, Huanan Liu, Kangye Ji, Yuan Meng 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 5/5
medium 10/10
strict 1/5
86%Must read
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NeurIPS 2026The Hong Kong University of ScieAlibaba GroupTsinghuaXidianXiaomi CorporationVideo generation

CoDMD: Copula-aware Distribution Matching Distillation for Fast Video Generation

CoDMD adds a copula-aware relational regularizer to distribution matching distillation that improves few-step video generation, achieving 84.46/84.87 VBench scores at 4 steps with ~25× speedup.

Wenhu Zhang, Kun Cheng, Changyuan Wang, Shiyao Li 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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AI panel: 14 of 20 reviewers recommend it
lenient 3/5
medium 10/10
strict 1/5
80%Must read
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NeurIPS 2026Horizon RoboticsNorthwest Polytechnical UniversinwpuNanyang TechnologicalXidian3D vision & reconstruction

IGGT4D: Streaming 4D Instance-Grounded Geometry Transformer

IGGT4D is a streaming transformer that incrementally reconstructs long dynamic 4D scenes with consistent geometry and instance tracking from video, surpassing existing online baselines.

Zhengyu Zou, Hao Li, kuixuan jiao, Liu.Liu 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 5/5
medium 6/10
strict 1/5
91%Must read
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NeurIPS 2026A*STARXidianIntrinsicSichuanShanghai Jiao TongVision backbones

Attention Transfer Is Not Universally Effective for Vision Transformers

Attention transfer fails for four ViT families due to architectural mismatch, and adding the teacher's native components to students fully restores its effectiveness.

Huaiyuan Qin, Muli Yang, Gabriel James Goenawan, Peng Hu 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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AI panel: 18 of 20 reviewers recommend it
lenient 4/5
medium 10/10
strict 4/5
92%Must read
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NeurIPS 2026Hong Kong University of Science Northwest Polytechnical UniversiNorthwestern PolytechnicalNanyang TechnologicalSoutheast3D vision & reconstruction

SpatialBench: Is Your Spatial Foundation Model an All-Round Player

SpatialBench evaluates 41 spatial foundation models across 19 datasets and finds none are all-round players, with full-context attention maximizing accuracy and domain alignment exceeding scaling for embodied tasks, plus it introduces DA-Next-5M and DA-Next.

Haosong Peng, Hao Li, jiaqi chen, Yuhao Pan and 9 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 69 on Hugging Face · Code ★ 138

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5
76%Highly rated
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NeurIPS 2026Xidianxjtu.edu.cnJailbreaks & red teaming

Guaranteed Jailbreaking Defense via Disrupt-and-Rectify Smoothing

DR-Smoothing disrupts and rectifies LLM prompts via smoothed defense to guarantee jailbreaking protection while balancing harmlessness and helpfulness.

Zheng Lin, Zhenxing Niu, haoxuan ji, Haichang Gao

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

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