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NeurIPS 2026MicrosoftAdvanced Micro DevicesU ChicagoMBZUAINVIDIAEfficient inference & serving

The $1/\mathcal{W}$ Law: Context Length is the Dominant Energy Lever in LLM Inference Fleets

Huamin Chen, Xunzhuo Liu, Yuhan Liu, Junchen Jiang 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 2026Indian Institute of Technology PMBZUAIMohamed bin Zayed University of LLM agents & planning

PROBE: Learning to Audit Policy Compliance in Tool-Using LLM Agents

Kshitij Mishra, Abhijith Sharma, Nils Lukas, Salem Lahlou

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

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NeurIPS 2026ustc.edu.cnU Science and Technology of ChinU Technology Sydney; Data61, CSIMohamed bin Zayed University of Shanghai AI LaboratoryNavigation & SLAM

Seeing Together, Acting Apart: Shared Environmental Understanding for Multi-Robot Navigation

haihong hao, Lei Chen, Mingfei Han, Dong An and 6 more

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

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NeurIPS 2026MBZUAIMohamed bin Zayed University of ZhejiangWuhanHallucination & factuality

When Copying Is Hard: Copy-Constrained Decoding for Exact Span Reproduction

Jinghui Zhang, Lang Gao, Zongfang Liu, Ruihong Zeng 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 2026MBZUAIMohamed bin Zayed University of U Electronic Science and TechnolU Notre DameMohamed bin Zayed University of Machine unlearning

From Facts to Personas: Interpretable Role Unlearning in LLMs via Mixture-of-Experts

Ruihong Zeng, Puning Yang, Jinghui Zhang, Shen Gao 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 2026King Fahad University of PetroleHumainImam Abdulrahman Bin FaisalMBZUAIKing Fahd University of PetroleuVideo understanding

Isharah-Selfie: Continuous Sign Language Recognition Dataset for One-handed Signing

Ahmed A Hasanaath, Murtadha Aljubran, Sarah Alyami, Muhammad Haris Khan 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 2026Huazhong University of Science aThe Hong Kong PolytechnicNanjing University of Posts and MBZUAIMulti-agent LLM systems

Who Should Evolve? Uncertainty-Aware Role Bottleneck Inference for Multi-Agent LLM Training

Qiyu Qin, Yichen Li, Haozhao Wang, Tianzhe Xiao 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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67%Highly rated
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NeurIPS 2026City University of Hong KongU Illinois ChicagoDalian University of TechnologyMohamed bin Zayed University of Mila - Quebec AI Institute &RL for LLMs

How Data Scales in Agentic Reinforcement Learning: Laws and Synthesis Strategies

Bowei He, Yankai Chen, Xiaokun Zhang, Changjiang Han 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 2026Mohamed bin Zayed University of MBZUAIUniversity College London, UniveKnowledge distillation

SODA: Selective Optimization with Deferred BN Alignment for Efficient Dataset Distillation

Xinyue Bi, Jiacheng Cui, Yaxin Luo, Xinyi Shang 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 2026Mohamed bin Zayed University of MBZUAIBirmingham CityQatarGerman Cancer Research CenterVideo generation

MedCache: Training-Free Spatially Aware Caching for Accelerated Medical Video Generation

Ufaq Khan, Umair Nawaz, Sathira Silva, Numan Saeed 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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67%Highly rated
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NeurIPS 2026ETH ZurichZhengzhouMBZUAISwiss Federal Institute of TechnEPFL - EPF LausanneVision-language models

Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study

Hao Dong, Hongzhao Li, Shupan Li, Muhammad Haris Khan and 2 more

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

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NeurIPS 2026International Institute of InforInternational Institute of InforHeidelbergMBZUAIIndian Institute of Technology BVision-language models

CrossWeave: Emergent Cross-Modal Scene and Instance Retrieval from Sparse 2D-3D Alignment

Aadith Warrier, Gnana Prakash Punnavajhala, Siddharth Tourani, Muhammad Haris Khan 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 2026Huazhong University of Science aThe Hong Kong PolytechnicHong Kong University of Science TsinghuaMBZUAIWatermarking & 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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lenient 1/5
medium 1/10
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57%Worth a look
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NeurIPS 2026Beijing University of Posts and Huazhong University of Science aMohamed bin Zayed University of Shanghai Artificial IntelligenceMBZUAIFederated learning

Heterogeneity-aware Distillation for Federated Continual Learning

Gaozhuo Liu, Yichen Li, Xiuying Wang, Yulong Li and 3 more

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

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57%Worth a look
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NeurIPS 2026Beijing University of Posts and Huazhong University of Science aQueen Mary, University of LondonMohamed bin Zayed University of Shenzhen University of Advanced Federated learning

Rehearsal-Free Statistical Prototype Regularization for Federated Incremental Learning

Xiuying Wang, Yichen Li, Jiahua Cheng, Xiwei Liu and 3 more

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

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NeurIPS 2026MBZUAIGeorgia Institute of TechnologyKAUSTU Electronic Science and TechnolLLM evaluation & benchmarks

Hearing is Believing? Evaluating and Analyzing Audio Language Model Sycophancy with SYAUDIO

Junchi Yao, Lokranjan Lakshmikanthan, Annie Zhao, Danielle Zhao 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 2026ZhejiangWestlakeMBZUAIFondazione Bruno KesslerMohamed bin Zayed University of Mixture of experts

Towards Principled Fine-Grained MoE Expert Pruning via Pseudo-Boolean Approximation

Zongfang Liu, Ziheng Cheng, Shengkun Tang, Jinghui Zhang 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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57%Worth a look
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NeurIPS 2026The University of Tokyo; RIKEN AMBZUAIRIKENMohamed bin Zayed University of RIKEN / University of TokyoDiffusion models

DELTA: Robustly Training Label-Conditional Diffusion Models with Weak Annotations

Dong-Dong Wu, Jiacheng Cui, Wei Wang, Zhiqiang Shen 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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45%Niche pick
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NeurIPS 2026Pennsylvania StateMohamed bin Zayed University of NVIDIAOregon StateMathGPTProLLM agents & planning

Who&When Pro: Can LLMs Really Attribute Failures in AI Agents?

Jiale Liu, Huajun Xi, Shaokun Zhang, Yifan Zeng 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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86%Must read
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NeurIPS 2026SpotlightMcGillU Tennessee, KnoxvilleMcGill & MBZUAICalifornia Institute of TechnoloMBZUAINavigation & SLAM

GeoWind2Plan: Mission-Time 3D Urban Wind Prediction for Energy-Efficient UAV Planning

GeoWind2Plan predicts mission-time 3D urban wind via neural operators to enable energy-efficient UAV planning in seconds, reducing energy by up to 12.7% versus wind-agnostic paths.

Shaoxiang Qin, Xiongye Xiao, Yucheng Zhao, Fuyuan Lyu and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 6/10
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