Georgia Institute of Technology（佐治亚理工学院）

2509.25171 2025-09-30 cs.LG q-bio.BM

TR2-D2: Tree Search Guided Trajectory-Aware Fine-Tuning for Discrete Diffusion

Sophia Tang, Yuchen Zhu, Molei Tao, Pranam Chatterjee

机构 * Department of Computer and Information Science, University of Pennsylvania（计算机与信息科学系，宾夕法尼亚大学）； School of Mathematics, Georgia Institute of Technology（数学学院，佐治亚理工学院）； Department of Bioengineering, University of Pennsylvania（生物工程系，宾夕法尼亚大学）

2509.24731 2025-09-30 cs.CV cs.RO

Evaluation of Polarimetric Fusion for Semantic Segmentation in Aquatic Environments

Luis F. W. Batista, Tom Bourbon, Cedric Pradalier

机构 * Georgia Tech-Europe - IRL2958 GT-CNRS, Metz, France（佐治亚理工学院-欧洲分校 - IRL2958 GT-CNRS，法国梅茨）

Comments Accepted to VCIP 2025

2509.24515 2025-09-30 cs.SE cs.AI cs.CR cs.PL

Agentic Specification Generator for Move Programs

Yu-Fu Fu, Meng Xu, Taesoo Kim

机构 * Georgia Institute of Technology（佐治亚理工学院）； University of Waterloo（滑铁卢大学）

Comments 18 pages; Extended version of ASE'25 paper with extra appendices

2509.24193 2025-09-30 cs.CL cs.AI cs.IR cs.LG

AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play

Ran Xu, Yuchen Zhuang, Zihan Dong, Jonathan Wang, Yue Yu, Joyce C. Ho, Linjun Zhang, Haoyu Wang, Wenqi Shi, Carl Yang

机构 * Emory University（埃默里大学）； Georgia Institute of Technology（佐治亚理工学院）； Rutgers University（罗格斯大学）； SUNY Albany（纽约州立大学阿尔巴尼分校）； UT Southwestern Medical Center（德克萨斯西南医学中心）

Comments Accepted to NeurIPS 2025 (Spotlight)

2506.15635 2025-09-30 cs.CV cs.RO

FindingDory: A Benchmark to Evaluate Memory in Embodied Agents

Karmesh Yadav, Yusuf Ali, Gunshi Gupta, Yarin Gal, Zsolt Kira

机构 * Georgia Tech（佐治亚理工学院）； University of Oxford（牛津大学）

Comments Our dataset and code can be found at: https://findingdory-benchmark.github.io/

2503.09598 2025-09-30 cs.CL cs.AI cs.CY

How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation

Ruohao Guo, Wei Xu, Alan Ritter

机构 * Georgia Institute of Technology（佐治亚理工学院）

Comments Accepted to EMNLP 2025 main conference

2410.04344 2025-09-30 cs.LG cs.NA math.NA

DeepONet for Solving Nonlinear Partial Differential Equations with Physics-Informed Training

Yahong Yang

机构 * School of Mathematics, Georgia Institute of Technology（佐治亚理工学院数学系）

2407.16994 2025-09-30 cs.AI cs.CL cs.LG

A Voter-Based Stochastic Rejection-Method Framework for Asymptotically Safe Language Model Outputs

Jake R. Watts, Joel Sokol

机构 * Department of Industrial and Systems Engineering, Georgia Institute of Technology, Atlanta, Georgia, USA（工业与系统工程系，佐治亚理工学院，亚特兰大，佐治亚州，美国）

Comments 7 pages, 2 figures

2509.23474 2025-09-30 cs.LG math.ST stat.ML stat.TH

Statistical Learning Guarantees for Group-Invariant Barron Functions

Yahong Yang, Wei Zhu

机构 * School of Mathematics, Georgia Institute of Technology（数学学院，佐治亚理工学院）

2509.23333 2025-09-30 q-bio.NC cs.CV cs.LG

Targeted perturbations reveal brain-like local coding axes in robustified, but not standard, ANN-based brain models

Nikolas McNeal, N. Apurva Ratan Murty

机构 * Center for Excellence in Computational Cognition, Georgia Tech（计算认知卓越中心，佐治亚理工学院）； School of Mathematics, Georgia Tech（数学学院，佐治亚理工学院）； School of Psychology, Georgia Tech（心理学学院，佐治亚理工学院）

Comments 9 pages, 4 figures, preprint

2503.18391 2025-09-30 cs.LG cs.SY eess.SY math.OC stat.ML

Finite-Time Bounds for Two-Time-Scale Stochastic Approximation with Arbitrary Norm Contractions and Markovian Noise

Siddharth Chandak, Shaan Ul Haque, Nicholas Bambos

机构 * Department of Electrical Engineering, Stanford University（斯坦福大学电气工程系）； Industrial and Systems Engineering, Georgia Institute of Technology（佐治亚理工学院工业与系统工程系）

Comments To be presented at IEEE Conference on Decision and Control (CDC) 2025