University of Southern California（南加州大学）

NaviSense: A Multimodal Assistive Mobile application for Object Retrieval by Persons with Visual Impairment

Ajay Narayanan Sridhar, Fuli Qiao, Nelson Daniel Troncoso Aldas, Yanpei Shi, Mehrdad Mahdavi, Laurent Itti, Vijaykrishnan Narayanan

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Independent Researcher（独立研究者） ； University of Southern California（南加州大学） 纠错

Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction

Huanxin Sheng, Xinyi Liu, Hangfeng He, Jieyu Zhao, Jian Kang

机构 * University of Rochester（罗切斯特大学） ； University of Southern California（南加州大学） ； MBZUAI 纠错

Comments To appear in EMNLP 2025. Our code and data are available at \url{https://github.com/BruceSheng1202/Analyzing_Uncertainty_of_LLM-as-a-Judge

BRAID: Input-Driven Nonlinear Dynamical Modeling of Neural-Behavioral Data

Parsa Vahidi, Omid G. Sani, Maryam M. Shanechi

机构 * Electrical and Computer Engineering, 2 Computer Science, 3 Biomedical Engineering（电气与计算机工程、计算机科学、生物医学工程） ； Viterbi School of Engineering, University of Southern California (USC)（维特比工程学院，南加州大学） 纠错

Comments Published at the International Conference on Learning Representations (ICLR) 2025. Code is available at GitHub https://github.com/ShanechiLab/BRAID

Journal ref ICLR 2025

Dynamical Modeling of Behaviorally Relevant Spatiotemporal Patterns in Neural Imaging Data

Mohammad Hosseini, Maryam M. Shanechi

机构 * Viterbi School of Engineering, University of Southern California (USC)（维特比工程学院，南加州大学） 纠错

Comments Published at the 42nd International Conference on Machine Learning (ICML) 2025. Code available at: https://github.com/ShanechiLab/SBIND/

Journal ref ICML 2025

Probabilistic Geometric Principal Component Analysis with application to neural data

Han-Lin Hsieh, Maryam M. Shanechi

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Viterbi School of Engineering（维特比工程学院） ； University of Southern California（南加州大学） 纠错

Comments Published at the International Conference on Learning Representations (ICLR) 2025. Code is available at GitHub https://github.com/ShanechiLab/PGPCA.git

Journal ref ICLR 2025

PEEK: Guiding and Minimal Image Representations for Zero-Shot Generalization of Robot Manipulation Policies

Jesse Zhang, Marius Memmel, Kevin Kim, Dieter Fox, Jesse Thomason, Fabio Ramos, Erdem Bıyık, Abhishek Gupta, Anqi Li

机构 * University of Washington（华盛顿大学） ； NVIDIA（NVIDIA公司） ； University of Southern California（南加州大学） ； Allen Institute for AI（人工智能研究所） 纠错

Comments 11 pages

Promote, Suppress, Iterate: How Language Models Answer One-to-Many Factual Queries

Tianyi Lorena Yan, Robin Jia

机构 * University of Southern California（南加州大学） 纠错

Comments Accepted to EMNLP 2025

Language Models Can Predict Their Own Behavior

Dhananjay Ashok, Jonathan May

机构 * Information Sciences Institute（信息科学研究所） ； University of Southern California（南加州大学） 纠错

Comments Presented at the Thirty-Ninth Annual Conference on Neural Information Processing Systems (2025)