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arXivGeorgia Institute of Technology U California, Los Angeles U Chicago Multi-agent LLM systems

Science Utopia? Closed-Loop LLM Simulation of Academic Research Ecosystems

SciUtopia is a closed-loop LLM simulation framework modeling entire academic ecosystems; it finds resubmission amplifies reviewer burden, cautious exploration balances impact and diversity, and inequality can emerge without cumulative funding advantage.

Yiqiao Jin, Yiyang Wang, Lucheng Fu, Bing He and 7 more

Published Oct 1, 2026 · 0 citations · ▲ 40 on Hugging Face · Code ★ 29

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arXivGeorgia Institute of Technology Zhejiang U British Columbia Alignment & preference optimization

Persona Dosing: Calibrated Activation Steering for Graded Trait Control

PersonaDose calibrates activation-steering controllers to control language-model persona traits by requested intensity, reducing targeting errors to 4.7-6.2 points across models.

Zehao Jin, Junran Wang, Ruixuan Deng, Jiahao Chen and 3 more

Published Sep 28, 2026 · 0 citations · ▲ 54 on Hugging Face

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ACL 2025U Notre Dame U Pennsylvania Georgia Institute of Technology Dartmouth College Machine unlearning

Modality-Aware Neuron Pruning for Unlearning in Multimodal Large Language Models

Modality-aware neuron pruning removes target knowledge from multimodal LLMs by selectively pruning modality-specific neurons to enable precise unlearning.

Zheyuan Liu, Guangyao Dou, Xiangchi Yuan, Chunhui Zhang and 2 more

Published 2025 · 4 citations

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NeurIPS 2026Georgia Institute of Technology Kernels & Gaussian processes

Kernel Selection is Model Selection: A Unified Complexity-Penalised Approach for MMD Two-Sample Tests

Yijin Ni, Xiaoming Huo

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

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NeurIPS 2026Georgia Institute of Technology Google DeepMind & Georgia Te Offline RL

Spectral Representations for Provably Robust Offline Meta-Reinforcement Learning from Bagged Rewards

Yashas Vaidya, Bo Dai

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 Technology Georgia Tech Multi-agent RL

Coupling-Aware Reinforcement Learning for Co-Evolving Graph Games

Mina Kim, Guanghui Lan, Benoit Montreuil

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

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NeurIPS 2026Georgia Institute of Technology Northwestern TTIC Explainable AI

Near-optimal Explainable $k$-means Clustering under $\ell_p$ Norm

Xinyuan Cao, Konstantin Makarychev, Ilias Papanikolaou, Liren Shan

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

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NeurIPS 2026Pennsylvania State Johns Hopkins Georgia Institute of Technology Offline RL

Budgeted Multi-Source Counterfactual Annotation for Off-Policy Evaluation

Biao Xiang, Ali Eshragh, Yuexing Li, Kai Wang

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

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NeurIPS 2026State University of New York at Google Imperial College London / Huawei Google DeepMind Georgia Institute of Technology Unified multimodal models

Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Process

Minh-Quan Le, Armand Comas, Alexandros Lattas, Stylianos Moschoglou and 6 more

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

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NeurIPS 2026Michigan State Georgia Institute of Technology Hippocratic AI Southern University of Science a Graph neural networks

Understanding Graph Self-Supervised Pre-training under Distribution Shifts: A Scaling Law Perspective

Bingheng Li, Shikun Liu, Yu Song, Jay Revolinsky and 4 more

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

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NeurIPS 2026UC Riverside Tsinghua U California, Riverside Google Georgia Institute of Technology Robot manipulation

LIBERO-PeRM: Benchmarking Personalized Robotic Manipulation

Zhixu Li, Keqian Tang, Litian Gong, Jingyu Yao and 6 more

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

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NeurIPS 2026SpotlightGeorgia Institute of Technology Computational neuroscience

MICE: Multi-animal Interaction Context Encoder — A Hierarchical Foundation Model for Mouse Behavior

Yen-Shuo Su, Weihan Li, Anqi Wu

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

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NeurIPS 2026Nanyang Technological Georgia Institute of Technology U Washington Washington University, Saint Lou U Sydney Agent memory

When Should Agents Remember? Falsification-Gated Self-Evolution for LLM Agents

Runxuan Tang, Haoyu Gao, Yuyan Ding, Junyi Yao 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 Technology Tesla, Inc.Georgia Institute Of Technology Brain imaging & connectomics

DBPS: Doob-Bridge Posterior Sampler with Balanced Endpoint-Population Control for Unpaired Neurodegenerative Pathology Transport

Xinyu Guo, Jiajia Xie, Xin He, Christophe Ye and 3 more

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

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NeurIPS 2026SpotlightGeorgia Tech Constellation Mila & Université de Montréa Georgia Institute of Technology U California, Davis On-device ML

FETTUCCINE: Fast and efficient brain-to-text decoding on mobile devices

Jonathan McCart, Pranav Deevi, Mehdi Azabou, Nanda H Krishna 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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NeurIPS 2026Duke Amazon New York Georgia Institute of Technology Amazon AGI Labs Web & GUI agents

Beyond Task Success: Probing Cognitive Primitives in Web Agents

Xunjian Yin, Tianchen Guan, Jinao Wang, Weili Cao and 7 more

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

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NeurIPS 2026Georgia Institute of Technology Codeway Emory Time series foundation models

Cylindrical Geodesic Flow Matching for Quasiperiodic Physiological Signal Transformation

Onur Selim Kilic, Afra Nawar, Cem O Yaldiz, Michael J Cho and 5 more

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

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NeurIPS 2026U Texas at Austin Georgia Institute of Technology Bandits & online learning

Online Control with Multiple Sensors

Matthew Faw, Siva Theja Maguluri

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

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NeurIPS 2026Georgia Institute of Technology The Ohio State Ohio State University, Columbus Fairness & bias

FedCF: Fair Federated Conformal Prediction

Anutam Srinivasan, Aditya T. Vadlamani, Amin Meghrazi, Srinivasan Parthasarathy

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

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NeurIPS 2026Georgia Institute of Technology Agent benchmarks & environments

PhysAgentGym: Free Physical-Law Verifiers for Training Small Code-Reasoning Agents

Lama Moukheiber

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

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NeurIPS 2026Georgia Institute of Technology Rutgers Unified 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 2026Georgia Institute of Technology Multimodal reasoning

Learning Actionable Information Landscapes for Multimodal Active Sensing in Hawkmoths

Abdelrahman Sharafeldin, Yaqing Wang, Simon Sponberg, Hannah Choi

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

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NeurIPS 2026Georgia Institute of Technology Georgia State U Virginia TReNDS center, Atlanta Time series classification & imputation

RnR: a meta-solver for causal discovery in undersampled time series data

Mohammadsajad Abavisani, Kseniya Solovyeva, David Danks, Vince D. Calhoun and 1 more

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

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NeurIPS 2026Georgia Institute of Technology Northumbria Deep RL

EpiPivot: Learning to Control the Simplex Method under Epistemic Uncertainty

Guantao Zhao, Mahdi Noorizadegan, Shihao Yang, Nicoleta Serban

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

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NeurIPS 2026Georgia Institute of Technology PSR Los Alamos National Laboratory Adversarial robustness

Masked Sobolev Training for Feasibility-Reliable Optimization Proxies

Andrew ROSEMBERG, Joaquim Dias Garcia, Russell Bent, Pascal Van Hentenryck

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

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NeurIPS 2026Georgia Institute of Technology Reward models & LLM-as-a-judge

When Expert Disagreement Hurts: Auditing Prestige-Sensitive Revision in LLM Decision Pipelines

Yupeng Tang, Mingfeng Lin

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

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NeurIPS 2026U Texas Health Science Center at U Texas Health Center at Houson Georgia Institute of Technology U Houston - Clear Lake Tongji Brain imaging & connectomics

OpenBrain: An Auditable Generated-Label Release for Whole-Brain MRI Parcellation

Qizhen Lan, Yu-Chun Hsu, YUXIANG WEI, Lijing Zhu and 4 more

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

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NeurIPS 2026Georgia Institute of Technology Tsinghua Fudan Tsinghua University, Tsinghua Representation & contrastive learning

Leveraging Dale’s Principle as an Inductive Bias in Recurrent Neural Networks

Jiyi Wang, Chenxiao Yang, Yujia Zhao, Jingzhao Zhang 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 2026Georgia Institute of Technology Tsinghua Privacy

How Far Are VLMs from Privacy Awareness in the Physical World? An Empirical Study

Junran Wang, Xinjie Shen, Zehao Jin, Pan Li

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

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NeurIPS 2026Georgia Institute of Technology Apple Apple Inc Georgia Tech Meta Pruning & sparsity

On the Efficiency of Structured Pruning in Small Language Model Pretraining

Yixiao Li, Xianzhi Du, AJAY JAISWAL, Tao Lei 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 2026Georgia Institute of Technology New York Learning theory

Debiasing Sketched Ridge Regression: A Functional Estimation Perspective

Yucong Liu, Florian Schäfer

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

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NeurIPS 2026Uber Swarthmore College Georgia Institute of Technology U Maryland Fairness & bias

Simultaneous Individual, Group and Multigroup Fairness in Set Covering Problems

Sharmila Duppala, Nathaniel Grammel, Tyler He, Aravind Srinivasan

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

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NeurIPS 2026MBZUAI Georgia Institute of Technology KAUST U Electronic Science and Technol LLM 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 2026Georgia Institute of Technology College of Computing, Georgia In Johns Hopkins Deep RL

Decision-Focused Learning in MDPs: An Occupancy Measure Approach

Zihao Zhao, Ashwath K Karunakaram, Ali Eshragh, Yuexing Li and 1 more

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

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NeurIPS 2026KAIST AI Georgia Institute of Technology Korea Advanced Institute of Scie Yonsei Samsung 3D vision & reconstruction

Geometry-Aware Representation Denoising for Multi-view Image Restoration and 3D Reconstruction

Jin Hyeon Kim, Jaeeun Lee, Claire Kim, Kyoungjin Oh and 8 more

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

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NeurIPS 2026Georgia Institute of Technology U Texas at Austin Multi-agent RL

Learning Large-Scale Competitive Team Behaviors with Mean-Field Interactions

Bhavini Jeloka, Yue Guan, Panagiotis Tsiotras

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

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NeurIPS 2026Georgia Institute of Technology Deep learning theory

SGD Provably Prioritizes a Shortcut Spurious Feature in the XOR Model

SGD learns linear spurious correlations exponentially faster than XOR signals in two-layer ReLU networks, with dynamics that suppress true feature learning.

Tyler LaBonte, Vidya Muthukumar

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

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NeurIPS 2026Georgia Institute of Technology Meta Facebook Multi-agent LLM systems

Towards Direct Latent-Space Synthesis for Parallel Branches in LLM-Agent Workflows

Parallel-Synthesis lets LLM synthesizers consume parallel agents' KV caches directly via a cache mapper and adapter, matching text synthesis on seven of nine benchmarks while cutting time-to-first-token by 2.5x-11x.

Shikun Liu, Mufei Li, Dongqi Fu, Haoyu Wang and 4 more

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

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NeurIPS 2026Carnegie Mellon Georgia Institute of Technology College of William and Mary UBC | Vector Institute | Google Amazon Multi-agent LLM systems

AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent

AgentArk distills multi-agent reasoning into a single LLM via hierarchical strategies, achieving multi-agent performance with single-agent efficiency.

Yinyi Luo, Yiqiao Jin, Weichen Yu, Mengqi Zhang and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 216

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NeurIPS 2026Georgia Institute of Technology Georgia Tech Learning theory

Learning Theory of Transformers: Local-to-Global Approximation via Softmax Partition of Unity

Transformers approximate α-Hölder functions via softmax partition of unity with two encoder blocks, achieving near minimax-optimal generalization rates.

Zhongjie Shi, Wenjing Liao

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

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