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arXivWashington University in St. LouGoogleU North Carolina at Chapel HillAgent benchmarks & environments

EnvHarness: Awakening Static Worlds for Agent Learning

EnvHarness wraps static environments with programmable components to reshape agent behavior without altering underlying logic, improving benchmarks by up to 9.0 points while enabling continuous policy-environment co-evolution.

Chengsong Huang, Zifeng Wang, Rujun Han, Jun Yan and 13 more

Published Aug 20, 2026 · 0 citations · ▲ 175 on Hugging Face · Code ★ 619

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medium 9/10
strict 1/5
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arXivU North Carolina at Chapel HillU Maryland, College ParkWashington University in St. LouRL for LLMs

Small RL Controller, Large Language Model: RL-Guided Adaptive Sampling for Test-Time Scaling

A lightweight RL controller formulates adaptive sampling as an MDP to balance LLM answer correctness, latency, and computation cost at test time.

Runpeng Dai, Tong Zheng, Rui Liu, Chengsong Huang and 1 more

Published Jun 2, 2026 · 0 citations · ▲ 13 on Hugging Face

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lenient 4/5
medium 1/10
strict 0/5
70%Highly rated
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AAAI 2025U VirginiaArizona StateU North Carolina at Chapel HillFlorida StateGraph neural networks

BrainMAP: Learning Multiple Activation Pathways in Brain Networks

BrainMAP learns multiple brain network activation pathways via sequential models and Mixture-of-Experts, improving fMRI analysis and interpretability.

Song Wang, Zhenyu Lei, Zhen Tan, Jiaqi Ding and 7 more

Published Apr 11, 2025 · 2 citations

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medium 1/10
strict 0/5
57%Worth a look
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NeurIPS 2026U North Carolina at Chapel HillThe University of North CarolinaU Michigan - Ann ArborClinical NLP & EHR

Distribution-First Framework for Learning Risk-Sensitive Individualized Treatment Rules

Zhen Fang, Guanting Chen, Yufeng Liu

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

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medium 0/10
strict 0/5
57%Worth a look
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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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lenient 1/5
medium 0/10
strict 0/5
69%Highly rated
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NeurIPS 2026RiceArizona StateU North Carolina at Chapel HillDepartment of Computer Science, Shanghai Artificial IntelligenceMultimodal reasoning

Do More Modalities Always Help? A Geometric Perspective on Missing-Modality Robustness

Songyuan Sui, Zhen Tan, Mohan Zhang, Rana M Khan and 2 more

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

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lenient 1/5
medium 1/10
strict 1/5
69%Highly rated
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NeurIPS 2026U North Carolina at Chapel HillArizona State University of North Carolina atPrivacy

Guarding the Life Code: Preserving Membership Privacy in Genomic Foundation Models

Xinyu Zhao, Jinhao Duan, Zhen Tan, Tianlong Chen

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

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lenient 2/5
medium 1/10
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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 North Carolina at Chapel HillNational University of SingaporeU California, Santa BarbaraHarvard University, HarvardNanyang TechnologicalTest-time compute

Denoising Time Matters: Diverse Generation in Diffusion Language Models

jingxuan wu, Zhenglin Wan, Yuzhe YANG, Yiqiao Huang and 4 more

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

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lenient 1/5
medium 0/10
strict 0/5
67%Highly rated
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NeurIPS 2026Nanyang TechnologicalNational University of SingaporeCentre for Frontier AI Research,U North Carolina at Chapel HillA*STARLLM agents & planning

Calibration Is Not Control: Intervention Advantage for LLM-Agent Oversight

Chubin Zhang, Zhenglin Wan, Xingrui Yu, jingxuan wu 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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lenient 1/5
medium 0/10
strict 1/5
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NeurIPS 2026DukeU North Carolina at Chapel HillDukeExplainable AI

Diverse Representative Rashomon Sets for Sparse Generalized Additive Models

Varun Babbar, Christopher Li, Chudi Zhong, Cynthia Rudin

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

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NeurIPS 2026Southwest JiaotongSouthwest Jiaotong universityHarbin Institute of TechnologyChina University of PetroleumBeihangSegmentation

Panoptic Saliency Ranking

Zhenyu Wu, Min Li, Chong Ma, Xun Gong 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 2026U North Carolina at Chapel HillU North Carolina, Chapel HillBrain imaging & connectomics

MiCo: Microstructure-Consistent Flow Matching for Diffusion MRI Angular Super-Resolution

Zhixuan Zhou, Tingting Dan, Guorong Wu

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

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NeurIPS 2026Shanghai Jiao TongShanghai JiaotongU North Carolina at Chapel HillU North Carolina, Chapel HillTime series foundation models

Vibe-Spike: An Energy-Preserving EEG Foundation Model Through the Landscape of Neural Coherence

Jun Ye, yuting li, Tingting Dan, Guorong Wu

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

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67%Highly rated
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NeurIPS 2026U North Carolina at Chapel HillU North Carolina, Chapel HillControllable generation

From Heartbeat to Cardiochoreography: A Mechanics Foundation Model for Individualized 4D Cardiac Motion Generation Conditioned on Electrophysiology

Ziquan Wei, Tingting Dan, Guorong Wu

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

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lenient 2/5
medium 0/10
strict 0/5
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NeurIPS 2026SpotlightU North Carolina at Chapel HillU North Carolina, Chapel HillDeep learning theory

What Makes a Good Path? Factoring Manifold Support and Path Geometry

Zhixuan Zhou, Tingting Dan, Guorong Wu

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

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67%Highly rated
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NeurIPS 2026AnhuiAnHuiU North Carolina at Chapel HillVision-language models

RADAR: Text-Guided Medical Image Segmentation via Residual Aggregation and Dense Alignment Representations

Jie Gui, Hang Tu, Yunfeng Dou, Wen Sha and 2 more

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

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lenient 2/5
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NeurIPS 2026Case Western ReserveU North Carolina at Chapel HillDeep learning theory

Emergence, Retention and Mitigation of Ill-conditioning due to Basis Lifting in KANs

Ferhat Arslan, Weihong Guo, Shuo Li

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

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NeurIPS 2026Case Western ReserveU North Carolina at Chapel HillEfficient inference & serving

ProjKAN: Model Compression via KAN Projections to Bridge the Hypothesis and Capacity Gaps

Ferhat Arslan, Weihong Guo, Shuo Li

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 HillAmazonU Maryland, College ParkUNC Chapel HillAdobeVideo generation

Beyond Copy-Paste: How Well Do Subject-Driven Video Models Understand Their Subjects?

Zun Wang, Kenan Deng, Daniel Blackburn, Linlin Lu and 4 more

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

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