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Showing papers from Shandong University Show all papers

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NeurIPS 2026ShandongMulti-agent RL

Structural Entropy Optimized Communication for Multi-Agent Reinforcement Learning

Wei Du, Benyu Wu, Wei Guo, Zhongmin Yan 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 2026New Jersey Institute of TechnoloU North Carolina at Chapel HillU Electronic Science and TechnolShandong University of North Carolina atMulti-agent LLM systems

UMAS: System-Level Uncertainty Quantification for Multi-Agent LLM Systems

Hanwen Li, Jinhao Duan, Xiaoshuang Shi, Yue Zhang and 3 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026beijing institute of technologyBeijing Institute of TechnologyShandongU MacauRemote sensing

In-Context Learning for Remote Sensing Vision: A Semantic-Aware Rotation-Robust Diffusion Framework

jing geng, Chuanlong Zhang, Jiayi Su, Wencheng Han

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

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NeurIPS 2026Tsinghua Shenzhen International ShandongTsinghuaHarbin Institute of Technology, Pengcheng LaboratoryDiffusion models

From Generation to Restoration: Residual Diffusion for Neural Channel Decoding

Qinshan Zhang, Shipeng Guo, Xuantai Wu, Bin Chen 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 2026HKUSTZhejiangThe Hong Kong University of ScieThe Hong Kong University of ScieShanghaiTechVisual grounding

Grounding 3D Affordance from Human-Object-Interaction Videos via Multimodal Large Language Model

Hanqing Wang, Mingyu Liu, Xiaoyu Chen, Chengwei MA and 9 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 Alibaba GroupZhejiangPekingShandongUnified 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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NeurIPS 2026Shandong University; infecShandongTianjinHong Kong PolytechnicChina University of PetroleumTime 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 2026vivo BlueImage Lab, vivo Mobile ShandongNanjingvivo Mobile Communication Co., Lvivo Mobile Communication Co., LUnified multimodal models

Holistic EvoLution via Intrinsic eXchange for Unified Multimodal Models

Shenghao Dong, Yuhang Yu, Bo Li, Jinwei 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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NeurIPS 2026The Hong Kong University of ScieHong Kong University of Science Lappeenranta-Lahti University ofShandongThe Chinese University of Hong KMultimodal reasoning

Diving-R1: Empowering Multimodal LLMs with Traceable Progressive Reasoning for Interpretable Diving Action Quality Assessment

Kaishen Yuan, Yuting Zhang, Bohao Xing, Wenshuo Chen 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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lenient 1/5
medium 0/10
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NeurIPS 2026Shandong3D generation

HierRR: Enhancing Instruction Alignment in Open-Vocabulary Indoor Scene Synthesis via Agentic Hierarchical Reasoning and Reflection

Weilin Sun, Lei Meng, Lihui Zhang, Manyi Li 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 2026ShandongNational University of SingaporeNanyang Technological UniversityNanyang TechnologicalFederated learning

Geometry-Regularized Collapse Resistance via Consensus Enhancement for Federated Learning

Jingjing Zhu, Zhuang Qi, Lei Meng, Han Yu 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 2026U OsloAalborgHong Kong PolytechnicShandongU Oslo, Simula Research LaboratoEmbodied 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 2026Aerospace Information Research IShandongAerospace Information Research IAerospace Information Research IPrivacy

Auditing Single-Query Recoverability in Self-Supervised Representations

zirui wang, Guangqiang He, PangWu, Peng Wang 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 2026TsinghuaShandongNanjingVivovivo Mobile Communication Co., LImage restoration

PhysRemover: A Unified Framework for Physically Realistic Object Removal

Dongxu Yue, Weixuan Jin, Yuhang Yu, Bo Li and 7 more

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

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NeurIPS 2026ShandongThe Hong Kong University of ScieTsinghua University, TsinghuaThe University of Nottingham NinThe Hong Kong University of ScieTime series classification & imputation

ClinStab: Stability-Oriented Learning for Medical Time Series via Dual-Stream Alignment

Songning Lai, Haoxuan Xu, Yi Liu, Wenshuo Chen 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 2026FudanShandongLenovo Group LimitedTechnical University of MunichEast China Normal3D vision & reconstruction

Spherical Bayesian Experimental Design for Active View Selection in 3D Gaussian Splatting

Yan Song, Yunfei Guo, Guyeli Yang, Li He and 9 more

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

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NeurIPS 2026Shandong universityShandongnanjing universityU ManchesterU North Carolina at Chapel HillInstruction tuning

When Catastrophic Inheritance Meets Forgetting in Continual Adaptation of Foundation Models

Quanyu Zhang, Zhongyi Han, Zhenxue Chen, Xiao-Long Yin 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 2026Nanjing University of Posts and JiangnanShandongVision-language models

Test-Time Adaptation via Self-Reinforced Optimal Transport for Zero-Shot OOD Detection with Vision–Language Models

MingCai Chen, Heng-yang Lu, Yuntao Du, Baoming Zhang 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 2026National University of Defense TMicrosoftRenmin University of ChinaPekingShandongLLM reasoning & chain of thought

Mining Logic under Uncertainty: Probabilistic Soft Logic with Energy-Based Inference for Chain-of-Thought Verification

Jiang Yu, Jinlong Tian, Kewei Cheng, Yue He and 6 more

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

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NeurIPS 2026TongjiDAMO Academy, Alibaba GroupAlibaba GroupShandongZhejiangEmbodied agents

Benchmarking Fine-Grained Spatio-Temporal Awareness in Embodied Brain Models

Minghao Zhu, Zhikai Wang, Ronghao Dang, Bohan Hou and 9 more

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

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NeurIPS 2026ShandongCity University of Hong KongMultimodal hallucination

From Squeezing to Grounding: Visual Guided DPO for Multimodal Hallucination Mitigation

Wenqi Liu, Hongxin He, Yunxiao Wang, Xuemeng Song 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 1/10
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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lenient 5/5
medium 4/10
strict 0/5
89%Must read
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NeurIPS 2026ShandongPekingXi'an JiaotongHeilongjiangSHENZHEN INSTITUTE of ARTIFICIALPrivacy

SMI: Statistical Membership Inference for Reliable Unlearned Model Auditing

SMI replaces MIA-based unlearned model auditing with training-free statistical estimation of non-member mixture proportions in feature space, yielding reliable forgetting rates and bootstrap reliability ranges.

Jialong Sun, Zeming Wei, Jiaxuan Zou, Jiacheng Gong 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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lenient 5/5
medium 8/10
strict 3/5
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NeurIPS 2026NortheasternNortheast University at QinhuangShandongNortheastern University, ChinaNorthersternInstruction tuning

SMoA: Spectrum Modulation Adapter for Parameter-Efficient Fine-Tuning

SMoA modulates spectra via block-diagonal Hadamard low-rank branches to expand representational coverage under small parameter budgets, outperforming LoRA on multiple tasks.

Yongkang Liu, Xing Li, Mengjie Zhao, Shanru Zhang 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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lenient 3/5
medium 5/10
strict 1/5
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NeurIPS 2026HarvardTencentShandongHarvard University/Google ResearAlignment & preference optimization

LLM Active Alignment: A Nash Equilibrium Perspective

A game-theoretic framework predicts and steers LLM populations via Nash equilibrium analysis, deriving closed-form alignments that prevent political exclusion and guide socially desirable outcomes.

Tonghan Wang, Yuqi Pan, Xinyi Yang, Xinrui Song 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 4/5
medium 5/10
strict 0/5
71%Highly rated
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NeurIPS 2026ShandongUnified multimodal models

SemMSA: Latent Semantic-Aided Robust Multimodal Sentiment Analysis with Incomplete Data

SemMSA uses LLM-derived latent semantics and spectral alignment to robustly analyze multimodal sentiment with incomplete data, achieving state-of-the-art results.

Wenhao Li, Zhibin Wu, Chong Xiao, Qiangchang 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
medium 5/10
strict 0/5
83%Must read
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NeurIPS 2026ShandongCISPA Helmholtz Center for InforU AmsterdamLeidenVision-language models

Closing the Indexing-Decoding Gap in Multimodal Generative Retrieval via Prefix Retention Optimization

PRO closes the indexing-decoding gap in multimodal generative retrieval via prefix ranking distillation, vocabulary scheduling, and geometric score fusion to improve beam search retention and retrieval accuracy.

Yufei Chen, Zihan Wang, Yubao Tang, Yukun Zhao and 2 more

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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lenient 2/5
medium 8/10
strict 3/5
86%Must read
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NeurIPS 2026ZhejiangBeijing University of AeronauticThe Chinese University of Hong KShandongnanjing universityAgent benchmarks & environments

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies

EcoGym benchmarks long-horizon LLM economic planning across open-source environments, revealing no single model dominates and exposing strategic and execution suboptimalities.

Xueyu Hu, Jinxiang Xia, Shengze Xu, Kangqi Song and 12 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026 · ▲ 11 on Hugging Face · Code ★ 99

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lenient 5/5
medium 8/10
strict 1/5
80%Must read
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NeurIPS 2026NortheasternShanghai Jiao TongU MunichShandongNorthersternInstruction tuning

ChunkFT: Byte-Streamed Optimization for Memory-Efficient Full Fine-Tuning

ChunkFT enables memory-efficient full-parameter fine-tuning via dynamically activated sub-tensors, cutting 7B model memory to 13.72GB and outperforming baselines.

Yongkang Liu, Zijing Wang, Mengjie Zhao, Ercong Nie and 6 more

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

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lenient 5/5
medium 7/10
strict 0/5
86%Must read
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NeurIPS 2026ShandongU Illinois Urbana-Champaignnanjing universityShandong University of TriaditioSichuanAgent benchmarks & environments

OpenClawBench: Benchmarking Process-side Anomalies in Real-world Agent Execution Trajectories

OpenClawBench benchmarks process-side agent anomalies via 31,264 annotated trajectories, revealing 2,904 process failures among 31,135 oracle-passing executions.

Yibing Liu, Yangze Liu, Xiao-Long Yin, Bin Wang 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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lenient 5/5
medium 7/10
strict 2/5
86%Must read
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NeurIPS 2026TsinghuaShandongBeijing Institute of TechnologyTsinghua University, TsinghuaAlibaba GroupEmbodied agents

WorldVLN: Autoregressive World Action Model for Aerial Vision-Language Navigation

WorldVLN autoregressively predicts short-horizon world-state transitions to generate waypoint actions for aerial vision-language navigation, achieving over 12% success-rate gains and real-world drone transfer.

Baining Zhao, jiacheng xu, Weicheng Feng, Xin Zhang and 12 more

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

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5