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NeurIPS 2026FudanNVIDIAUC Berkeley, University of CalifRL for LLMs

Large Discrete Policy: Advancing Explicit Behavior Modeling with Stochastic Iterative Scoring

Zhenxin Li, Nadine Chang, Xinglong Sun, Jingde Chen 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 2026AdelaideNVIDIAGoogleU AdelaideU SurreyData curation

GradTrack: Detecting Noisy Labels via Temporal Trajectories of Class-wise Gradient Misalignment

Townim Faisal Chowdhury, Ta Duc Huy, Hieu Phan, Anton van den Hengel 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 2026U PennsylvaniaNVIDIA3D vision & reconstruction

Point Clustering Encoders

Evangelos Chatzipantazis, Guillem Brasó, Cristiano Saltori, Sérgio Agostinho 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 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 2026TongjiShanghai Jiao TongNVIDIAExploration

Value-Priced Uncertainty: A Family of PPO-Compatible Exploration Bonuses

qili shen, Xuanhong Chen, Ang He, Dake Zhang 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 2026National Tsing HuaKarolinska Institute StockholmNVIDIAVideo understanding

TTVidT: Decoupling the Temporal Axis for Efficient Motion-Centric Video Pretraining

Shih-Ying Yeh, Daniel Z Kaplan, Xuehai Wang, Fu-En Yang 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 2026StanfordNVIDIANVIDIA & StanfordComputer Science Department, StaEfficient inference & serving

Pacing Branch Parallelism in LLM Serving

Swapnil Gandhi, Siva Kumar Sastry Hari, Bill Dally, Christos Kozyrakis

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

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NeurIPS 2026Zillow GroupU WashingtonNVIDIAThe University of Washington3D vision & reconstruction

MvFFN: Multi-view Floor-Plan Feed-Forward Network for Unposed Wide-Baseline Panorama Layout Reconstruction

Yuguang Li, Yichuan (Ethan) Deng, Zixuan Liu, Ivaylo Boyadzhiev 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 2026Caltech/GatechDelft University of TechnologyCaltechIndian Institute of Technology KWashington University in St. LouMedical imaging

Coarse-to-Fine 3D MRI Reconstruction via Resolution-Agnostic Neural Operators

Jiayun (Peter) Wang, Ruibo Wang, Valentin Duruisseaux, Ram Daftari and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Maryland, College ParkNVIDIASoftware engineering agents

Structured Human-Like Agentic Flow for RTL Design

Yu-Tung Liu, Zhan Song, Chenhui Deng, Chia-Tung Ho and 1 more

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

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NeurIPS 2026U California, Los AngelesNVIDIAHuazhong University of Science aNational University of SingaporeJailbreaks & red teaming

MetaPI: Constructing Prompt Injection Benchmarks from Any Agent Benchmarks

Peiran Wang, Chong Xiang, Wenjie Qu, Ying Li and 3 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026NorthwesternTiktokU ChicagoUC BerkeleyNVIDIAMulti-agent RL

Is Decentralized LLM Agent RL Robust to Heterogeneity? An Asymmetric Tale

Canyu Chen, Kangyu Zhu, Zhaorun Chen, Zhanhui Zhou and 5 more

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

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lenient 1/5
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NeurIPS 2026Technical University of MunichTechnische Universität MünchenImperial College LondonU OxfordInstitute of Computer Science, LAgent benchmarks & environments

MedFlowBench: Auditing Medical Agents in Full-Study Workflows

Weixiang Shen, Chengzhi Shen, Che Liu, Junde Wu and 10 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 RochesterNVIDIAU. RochesterLLM agents & planning

Agentic Video Editing from Underspecified Requests

Yongsheng Yu, Ziyun Zeng, Zhiyuan Xiao, Zhenghong Zhou 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 2026NVIDIAnvidiaNVIDIA CorporationSanta ClaraAutonomous driving

From Detection to Understanding — A Multi-Task Dataset for Traffic Anomaly Reasoning

Han Zhang, yilin zhao, Zaid P Bhat, Zheng (Thomas) Tang and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026OralThe University of EdinburghU OxfordNVIDIAU EdinburghEdinburgh University, University3D vision & reconstruction

They Can See It but not Say It: Iterative Self Knowledge Re-expression in Visual Reasoning Relative Pose Identification

MENGYU WANG, Ken Deng, Yftah Ziser, Shay Cohen 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 2026PrincetonCMU, Carnegie MellonCarnegie MellonColfax InternationalNVIDIAEfficient attention & state-space models

GPU Hierarchy Meets Structured Matrices: Fast Algorithms for State-Space Models

Berlin Chen, Caitlin Wang, Aakash Sunil Lahoti, Kevin Li and 7 more

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

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NeurIPS 2026National TaiwanNVIDIA3D vision & reconstruction

HIST3R: Rectified State Decomposition from History for Streaming 3D Reconstruction

Kenneth Yang, Frank Wang

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

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NeurIPS 2026NVIDIAHKUSTNvidia IncNVIDIA ResearchUnified multimodal models

Full-Duplex Speech-Motion Model for Dyadic Interaction

Koki Nagano, Hongyu Liu, Wookie Park, Tianye Li and 7 more

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

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NeurIPS 2026UC LouvainNVIDIANational University of SingaporeUCLAKTH Royal Institute of TechnologML systems & compilers

Speeding up Log-Sum-Exp: Kernel Fusion at the Memory Wall, Integer Arithmetic at the Compute Wall

Lingyun Yao, Martin Andraud, Niki Loppi, Andrea Pilzer and 3 more

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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