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NeurIPS 2026RutgersRL for LLMs

Compositional Policy Optimization with Language Models

Wensen Mao, Yuanlin Duan, He Zhu

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

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NeurIPS 2026The Hong Kong PolytechnicHong Kong University of Science Southern University of Science aNanyang TechnologicalRutgersRL for LLMs

Train at the Moving Edge: Rollout-Efficient RL for Large Reasoning Models

Jiahao Wu, Ning Lu, Shengcai Liu, Kun Wang 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 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 2026Rutgers universityNorthwestern University, NorthweTechnische Universität DarmstadtNorthwesternRutgersLLM pretraining & scaling laws

Harder the Task, Sparser the Representation: Sparsity as a Learning Signature of Capability in LLMs

Mingyu Jin, Yutong Yin, Jingcheng Niu, Qingcheng Zeng and 7 more

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

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NeurIPS 2026HarvardRutgersU California, Los AngelesThe Hong Kong University of ScieMathematical reasoning

Diagnosing Math-Reasoning Failure Structure with Milestone Oracles

Zhuohan Wang, Haoran Ma, Tianyu Wu, Yuanlin Duan 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 2026The Hong Kong University of ScieThe Hong Kong University of ScieHKUSTSouth China University of TechnoRutgersUnified multimodal models

Two Drifts, One Principle: Conflict-Aware Spectral Consolidation for Multimodal Continual Learning

Haiyi Zhang, Qianyi Cai, Hanqing Wang, Zilin Wang 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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NeurIPS 2026U Illinois ChicagoRutgersU Illinois at ChicagoLong-context modeling

DeltaFugue: Orchestrating Spatial and Associative Memory for Algorithmic Length Generalization

Anh T Nguyen, Quan Dao, Bing Liu

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

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NeurIPS 2026RutgersMeta FAIRPrivacy

Towards Hyperparameter Transfer for Differentially Private Optimization

Tianze Wang, Zhiqi Bu, Linjun Zhang

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

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NeurIPS 2026Nanjing universityMorgan StanleyNanjingRutgersPrivacy

The Price of Locality in Label Privacy: Optimal Rates for Classification and Regression

Zongrui Zou, Mina Dalirrooyfard, Jingcheng Liu, Jalaj Upadhyay

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

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NeurIPS 2026QualcommQualcomm Inc, QualCommRutgersAdelaideControllable generation

FlashControl: One-Step Controllable Generator via Distillation-Friendly Single-Stream Teachers.

Ngan Nguyen, Dung Nguyen, Quan Dao, Dimitris Metaxas 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 2026Georgia Institute of TechnologyRutgersUnified multimodal models

Sparse Multimodal Switching State-Space Models for Regime-Dependent Neural Connectivity under Partial Observations

Rahul K Sharma, Feng Liu, Xiaochen Xian

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

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NeurIPS 2026PurdueJohns HopkinsRutgersLLM pretraining & scaling laws

\texttt{FEROM}: Frontier Endogenous Reveal-Order Marginal Policy Optimization for Masked Diffusion LMs

Zian Su, Ziyang Huang, Kaiyuan Zhang, Xiangyu Zhang

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

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NeurIPS 2026RutgersU Chicago & Argonne Nat LabSoftware engineering agents

Crafter: Towards Automated Reproducible Machine Learning via Agentic Code Generation

Fangru Linghu, Jackson R Ye, Jieying Wang, Alexandre V Morozov 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 2026RutgersActive learning

Act, Validate, Adapt: Closing the Causal Discovery-Control Loop

Taqiya Ehsan, Shuren Xia, Jorge Ortiz

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

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NeurIPS 2026Technion, Israel Institute of TeAustralian NationalRobloxRutgersDatasets & benchmarks

RoMo Hands: A Large Scale Richly Organized Text to Hand Motion Dataset

Yizhak Ben-Shabat, Jiahao Zhang, Joseph Liu, Seonghyeon Moon 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 2026RutgersTomorrow Advancing LifeCanvaRenmin University of ChinaControllable generation

Learning Preference Representations for Preference-Conditioned Image Generation

Wenyi Mo, Tianyu Zhang, Yalong Bai, Ligong Han 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 2026RutgersStanfordU Texas at ArlingtonNYU LangoneMedical imaging

UniPro: Unified Multi-Mode Medical Image Segmentation from 2D Images to 3D Volumes via Propagation

Bangwei Guo, Yunhe Gao, Meng Ye, Yang Zhou and 4 more

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

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