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Showing papers from University of Illinois at Urbana-Champaign Show all papers

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NeurIPS 2026U Illinois at Urbana-ChampaignPediaMed AIU Illinois, Urbana ChampaignU California, BerkeleyGeorgia TechMultimodal reasoning

GRASP: Learning to Ground Social Reasoning in Multi-Person Non-Verbal Interactions

Junho Kim, Xu Cao, Houze Yang, Bikram Boote and 5 more

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

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NeurIPS 2026U Illinois at Urbana-ChampaignU ArizonaPurdue, PurdueEfficient & distributed training

Optimizing Retraining Schedules via Learning Curves

Jin Sima, Changlong Wu, Ananth Grama, Wojciech Szpankowski

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026SpotlightNew YorkCarnegie MellonU Illinois at Urbana-ChampaignCMU & MBZUAIQuantization

Requential Coding: Measuring Model Compressibility by Coding Data Instead of Parameters

Shikai Qiu, Marc Finzi, Yujia Zheng, Kun 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 2026CUHK & Microsoft Research AsResearch, MicrosoftMicrosoftU Illinois at Urbana-ChampaignThe Chinese University of Hong KAgent benchmarks & environments

RoutingBench: Can Agentic Routing Analysis Scale to Production Datacenter Networks?

Wenlong Ding, Zhixiong Niu, Jianan Yang, Fajun Zhang 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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NeurIPS 2026PrincetonSentientSentient FoundationU WashingtonU Illinois at Urbana-ChampaignAI policy & governance

Position: Reconciling Open Access with Owner Control in AI Model Distribution Deserves More Research Effort

Zerui Cheng, Edoardo Contente, Benjamin Finch, Oleg Golev and 7 more

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

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NeurIPS 2026U Illinois Urbana ChampaignU Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignUIUCOptimization

GEAR: A GPU-Accelerated Global Solver for Nonlinear Programs via Linear Bound Propagation

Duo Zhou, Hesun Chen, Xiangru Zhong, Grani A. Hanasusanto and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Illinois at Urbana-ChampaignUIUCInfocomm Media Development AuthoMedia Development AuthorityUIUC/Virtue AIFairness & bias

CultureRed: Benchmarking Culture-Specific AI Safety Based on Global Statutes

Xun Liu, Mintong Kang, Seok Min Lim, Ong C Hui 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 2026OralU Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignCS @ UIUCLLM agents & planning

AgentAbstain: Do LLM Agents Know When Not to Act?

Xun Liu, Yi Evie Zhang, Vira Kasprova, Parisa Rabbani and 4 more

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

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NeurIPS 2026U Illinois Urbana-ChampaignUIUCGoogle ResearchU Illinois at Urbana-ChampaignU Illinois, Urbana ChampaignDeep RL

RL-Inf: Tracking Non-local Training Data Influence for Online Reinforcement Learning

Shixuan Liu, Cheng Tang, Yuzheng Hu, Fan Wu and 2 more

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

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NeurIPS 2026U Illinois at Urbana-ChampaignRutgersSalesforce AI ResearchUIUCMulti-agent LLM systems

When Debate Helps: Proposal Supply and Verification-Aware Readout in Multi-Agent Reasoning

Zihao Zhao, Tunyu Zhang, Haizhou Shi, Yusong Zhao 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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NeurIPS 2026RutgersU Illinois at Urbana-ChampaignSalesforce AI ResearchGoogle DeepMindAmazonMulti-agent LLM systems

Sequential Probabilistic Uncertainty Estimation for Parallel Multi-Agent Reasoning Systems

Tunyu Zhang, Zihao Zhao, Yusong Zhao, Haizhou Shi and 4 more

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

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NeurIPS 2026KyungheeU Illinois at Urbana-ChampaignKyung HeeVideo understanding

TimeTraveler: Temporal Strategy Planning with Time Dictionary for Streaming Video Understanding

Minkuk Kim, Junho Kim, Seong Tae Kim

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

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NeurIPS 2026U Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignUIUC, Co-Founder, CTO of Medicas3D vision & reconstruction

Feature Recovery for Object Understanding Under Physical Transformation

Aditi Tiwari, Sofia Stoica, Savya Khosla, David Forsyth and 1 more

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

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NeurIPS 2026ZhejiangHarbin Institute of TechnologyU Illinois at Urbana-ChampaignAnt GroupCollege of Computer ScienceLLM evaluation & benchmarks

ClinMAS: A Knowledge-Grounded Multi-Agent Simulation Framework for Evaluating Clinical Reasoning in LLMs

Yuqi Tang, Jing Yu, Zichang Su, Kehua Feng and 6 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Illinois Urbana-ChampaignU California, San DiegoU Illinois at Urbana-ChampaignSelf-supervised vision

Complementing DINO Features with Image Structure for Part Discovery

Samyak Rawlekar, Nikhil C Paleti, Amey Gupta, Narendra Ahuja

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

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NeurIPS 2026U North Carolina at Chapel HillThe Chinese University of Hong KThe Chinese University of Hong KU Illinois at Urbana-ChampaignInstitute of automation, ChineseRL for LLMs

Auto-Rubric as Reward: From Implicit Preference to Explicit Generative Criteria

Juanxi Tian, Fengyuan Liu, Jiaming Han, Yilei Jiang 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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NeurIPS 2026U Illinois at Urbana-ChampaignIndependentU Illinois, Urbana-ChampaignNorthwesternColumbiaSparse autoencoders

Crosscoding Through Time: Sparse Feature Discovery Across Sequence Positions

Dmitry Manning-Coe, Han Xuanyuan, Aniket Deshpande, Andrii Shportko 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 2026U Illinois Urbana-ChampaignU Illinois at Urbana-ChampaignPediaMed AIPose & motion

ChildPose: Foundation for Children Pose Modeling

Jiakai Chen, Yifan Shen, Boyi Li, Chuanmiao Dong 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 2026U Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignPekingU Illinois, Urbana ChampaignUIUC3D generation

Trivialized Generative Models on Lie Groups

Neil He, Meenal Jhajharia, Qianxi Wu, Chaoran Cheng 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 Illinois Urbana ChampaignU Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignUIUCInstruction tuning

SAFTAC: Simulation-Augmented Fine-Tuning of Open-Source LLMs for Analog Circuit Design

Junsheng Huang, Yifan Sun, Zhuoer Zhang, Ning Wei and 6 more

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

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NeurIPS 2026The University of North CarolinaU Illinois at Urbana-ChampaignUSTCUNC-Chapel HillShanghai Jiao TongAgent benchmarks & environments

See, Read, Compare: Candidate-Aware Verification for Agent Test-Time Scaling

Xinyu Ye, Yongliang Wu, Xingyu Zhu, Peng Xia and 6 more

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

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NeurIPS 2026U PennsylvaniaDuke University, DukeU Pennsylvania, University of PeU Illinois at Urbana-ChampaignAudio understanding

What Sound Tells You About the Room

Yiduo Hao, Yiwei Tang, Jiayang Li, Zitong Lan and 3 more

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

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NeurIPS 2026U Illinois at Urbana-ChampaignComputational neuroscience

Inverse Modeling of Neural Recordings via Differentiable Biophysical Simulation

Frithjof Gressmann, Ngoc H Pham, Lawrence Rauchwerger

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

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NeurIPS 2026U Illinois at Urbana-ChampaignMicrosoft AIMicrosoftMicrosoft ResearchUIUCSparse autoencoders

Cascaded Sparse Autoencoders LearnMulti-Level Visual Concepts in Multimodal LLMs

Yusong Zhao, Hengyi Wang, Tanuja Ganu, Akshay Nambi 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 2026IndependentU Illinois Urbana-ChampaignU Illinois at SpringfieldU Illinois at Urbana-ChampaignSalesforce ResearchFinance & economics

Risks Create a Jagged Frontier of LLM Productivity Gains Across Computer Occupations

Deepika Chawla, Gagandeep Singh, Elham k buxton, Meicen Sun 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 2026U Illinois at Urbana-ChampaignU Illinois, Urbana ChampaignUIUCDiffusion models

VASR: Variance-Aware Systematic Resampling for Diffusion Models

Shivanshu Shekhar, Sagnik Mukherjee, Jia Y Zhang, Tong Zhang

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

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NeurIPS 2026U the Chinese Academy of ScienceU Illinois at Urbana-ChampaignNational University of Defense TRenmin University of ChinaBeijing University of AeronauticGraph neural networks

Dynamic Spectral Federated Graph-Level Clustering

Wenxin Zhang, Xi Xuan, Guangzhen Yao, Feng Zhou 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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NeurIPS 2026U Illinois at Urbana-ChampaignU Illinois Urbana-ChampaignPose & motion

FlowMoP: Stochastic Multi-Person Motion Prediction

Aadya Agrawal, Ho Kei Cheng, Alex Schwing

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

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NeurIPS 2026U Illinois at Urbana-ChampaignU California, San DiegoU Illinois Urbana-ChampaignNew YorkUIUCLLM evaluation & benchmarks

Your Benchmark Is an Empirical Measure Over Difficulty

Yifan Sun, Naicheng Yu, Jiawen Gong, Jingyan Shen and 1 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 ParkU MarylandU Illinois at Urbana-ChampaignMITMultimodal reasoning

MotorSense: A Video-EMG Dataset of Motoric Representations for Action Understanding

Eadom T Dessalene, Michael Maynord, Amir Hossein Shahidzadeh, Botao He and 5 more

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

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NeurIPS 2026U Illinois at Urbana - ChampaignMeta, UIUCU Illinois at Urbana-ChampaignUIUC, Co-Founder, CTO of MedicasLLM evaluation & benchmarks

Do Semantic Distance Tests Actually Predict Creativity in Large Language Models?

Samuel Schapiro, Alexi Gladstone, Jonah Black, Heng Ji

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

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NeurIPS 2026U Illinois at Urbana-ChampaignIBMInternational Business MachinesIBM ResearchLLM agents & planning

Explanations over Graphs: An Agent Architecture for IT Enterprise Diagnostic Tasks

Saurabh Jha, Rohan R. Arora, Bhavya Bhavya, Noah Zheutlin and 5 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Illinois at Urbana ChampaignU Illinois Champaign-UrbanaStanfordU Illinois at Urbana-ChampaignU Illinois Urbana ChampaignTest-time compute

Training Agent to Scale Inference-Time Reasoning

Yunzhe Qi, Sirui Chen, Jiaru Zou, Yanjun Zhao and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026New YorkUCLAU Illinois at Urbana-ChampaignColumbiaNYULLM reasoning & chain of thought

Understanding Reasoning from Pretraining to Post-Training: Chess as a Controlled Testbed

Jingyan Shen, Ang Li, Salman Rahman, Yifan Sun 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 2026U Illinois Urbana ChampaignU Illinois at Urbana-ChampaignUIUCSouthern Illinois University-CarIndian Institute of Technology, Adversarial robustness

Independent Latents, Robust Neural Operators

Jay Yoo, Kazuma Kobayashi, Jaewan Park, Sai puppala 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 Illinois at Urbana-ChampaignDepartment of Computer Science, U Illinois Urbana-ChampaignUIUCU Illinois Urbana ChampaignTool use & function calling

Advancing Affordance-Grounded Creative Tool Use in Large Multimodal Models

Cheng Qian, Hyeonjeong Ha, Jiayu Liu, Jeonghwan Kim and 8 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Illinois at Urbana-ChampaignOptimization

Optimal Hidden-Target Learning for Online Inventory Optimization on General Convex Sets

Hidden-target projection minimizes regret for online inventory optimization on general convex sets, improving dependence on common-demand probability to inverse square root with matching lower bound, plus polylogarithmic and adaptive dynamic guarantees.

Anthony Pineci, Yunzong Xu

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 12 of 20 reviewers recommend it
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NeurIPS 2026New YorkU Illinois at Urbana-ChampaignPediaMed AIControllable generation

Thinking in Pictures: A Systematic Benchmark for Reasoning-driven Image Generation

RIG-BENCH evaluates reasoning-driven image generation across four cognitive domains, revealing that state-of-the-art models produce locally plausible but globally illogical outputs.

Yutong Liu, Nan Huang, Xu Cao, James Rehg

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 2 on Hugging Face

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NeurIPS 2026Georgia Institute of TechnologyU WashingtonU Illinois at Urbana-ChampaignDeep learning theory

Global Convergence of Four-Layer Matrix Factorization under Random Initialization

Gradient descent globally converges for randomly initialized four-layer matrix factorization with balanced regularization, avoiding saddles in polynomial time.

Minrui Luo, Weihang Xu, Xiang Gao, Maryam Fazel and 1 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U Illinois Urbana-ChampaignMicrosoftU Illinois at Urbana-ChampaignAmazonMicrosoft ResearchWeb & GUI agents

OpenWebRL: Demystifying Online Multi-turn Reinforcement Learning for Visual Web Agents

OpenWebRL enables open online RL for visual web agents, with a 4B model reaching 67% Online-Mind2Web and 64% DeepShop success using minimal initialization data.

Rui Yang, Qianhui Wu, Yuxi Chen, Hao Bai and 6 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026 · ▲ 19 on Hugging Face · Code ★ 52

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