Northeastern University（东北大学）

Beyond Overall Accuracy: Pose- and Occlusion-driven Fairness Analysis in Pedestrian Detection for Autonomous Driving

Mohammad Khoshkdahan, Arman Akbari, Arash Akbari, Xuan Zhang

机构 * Institute of Applied Informatics and Formal Description Methods, Karlsruhe Institute of Technology（应用信息学院与形式描述方法研究所，卡尔斯鲁厄技术大学） ； Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） 纠错

Comments \c{opyright} 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

Decentralized Asynchronous Multi-player Bandits

Jingqi Fan, Canzhe Zhao, Shuai Li, Siwei Wang

机构 * Northeastern University, China（东北大学） ； Shanghai Jiao Tong University（上海交通大学） ； Microsoft Research Asia（微软亚洲研究院） 纠错

Field Calibration of Hyperspectral Cameras for Terrain Inference

Nathaniel Hanson, Benjamin Pyatski, Samuel Hibbard, Gary Lvov, Oscar De La Garza, Charles DiMarzio, Kristen L. Dorsey, Taşkın Padır

机构 * Electrical and Computer Engineering Department, Northeastern University（电气与计算机工程系，东北大学） ； Lincoln Laboratory, Massachusetts Institute of Technology（林肯实验室，麻省理工学院） 纠错

Comments Accepted to IEEE Robotics & Automation Letters

Efficient Temporal Tokenization for Mobility Prediction with Large Language Models

Haoyu He, Haozheng Luo, Yan Chen, Qi R. Wang

机构 * Northeastern University, Boston, MA（东北大学） ； Northwestern University, Evanston, IL（西北大学） 纠错

Journal ref Proceedings of the 3rd Workshop on Efficient Systems for Foundation Models (ES-FoMo III) at ICML 2025

Taming Diffusion Transformer for Efficient Mobile Video Generation in Seconds

Yushu Wu, Yanyu Li, Anil Kag, Ivan Skorokhodov, Willi Menapace, Ke Ma, Arpit Sahni, Ju Hu, Aliaksandr Siarohin, Dhritiman Sagar, Yanzhi Wang, Sergey Tulyakov

机构 * Snap Inc.（Snap公司） ； Northeastern University（东北大学） 纠错

Comments 21 pages, 9 figures, 13 tables

Brain Tumor Classification on MRI in Light of Molecular Markers

Jun Liu, Geng Yuan, Weihao Zeng, Hao Tang, Wenbin Zhang, Xue Lin, XiaoLin Xu, Dong Huang, Yanzhi Wang

机构 * Robotics Institute, School of Computer Science, Carnegie Mellon University, Pittsburgh, PA, USA Department of Electrical \& Computer Engineering, College of Engineering, Northeastern University, Boston, MA, USA University of Maryland, Baltimore County, MD, USA ； Princeton University, Princeton NJ 08544, USA, , WWW home page: http://users/ iekeland/web/welcome.html Universit\' e de Paris-Sud, Laboratoire d'Analyse Num\' e rique, B\ a timent 425, F-91405 Orsay Cedex, France 纠错

Comments ICAI'22 - The 24th International Conference on Artificial Intelligence, The 2022 World Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE'22), Las Vegas, USA. The paper acceptance rate 17% for regular papers. The publication of the CSCE 2022 conference proceedings has been delayed due to the pandemic

Journal ref Springer Nature - Book Series: Transactions on Computational Science & Computational Intelligence, 2022

The Quest for the Right Mediator: Surveying Mechanistic Interpretability Through the Lens of Causal Mediation Analysis

Aaron Mueller, Jannik Brinkmann, Millicent Li, Samuel Marks, Koyena Pal, Nikhil Prakash, Can Rager, Aruna Sankaranarayanan, Arnab Sen Sharma, Jiuding Sun, Eric Todd, David Bau, Yonatan Belinkov

机构 * Boston University（波士顿大学） ； University of Mannheim（曼海姆大学） ； Northeastern University（东北大学） ； Anthropic（Anthropic公司） ； Massachusetts Institute of Technology（麻省理工学院） ； Stanford University（斯坦福大学） ； Technion – Israel Institute of Technology（技术学院–以色列理工学院） 纠错

Circuit Distillation

Somin Wadhwa, Silvio Amir, Byron C. Wallace

机构 * Khoury College of Computer Sciences（计算机科学学院） ； Northeastern University（东北大学） 纠错

Comments Preprint; Under Review

LVT: Large-Scale Scene Reconstruction via Local View Transformers

Tooba Imtiaz, Lucy Chai, Kathryn Heal, Xuan Luo, Jungyeon Park, Jennifer Dy, John Flynn

机构 * Google, USA（美国谷歌公司） ； Northeastern University USA（美国东北大学） 纠错

Comments SIGGRAPH Asia 2025 camera-ready version; project page https://toobaimt.github.io/lvt/

Efficient Sketching and Nearest Neighbor Search Algorithms for Sparse Vector Sets

Sebastian Bruch, Franco Maria Nardini, Cosimo Rulli, Rossano Venturini

机构 * Northeastern University（东北大学） ； University of Pisa（比萨大学） 纠错

BiHDTrans: binary hyperdimensional transformer for efficient multivariate time series classification

Jingtao Zhang, Yi Liu, Qi Shen, Changhong Wang

机构 * School of Biomedical Engineering, Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区生物医学工程学院） ； College of Medicine and Biological Information Engineering, Northeastern University（东北大学医学与生物信息工程学院） 纠错

Clebsch-Gordan Transformer: Fast and Global Equivariant Attention

Owen Lewis Howell, Linfeng Zhao, Xupeng Zhu, Yaoyao Qian, Haojie Huang, Lingfeng Sun, Wil Thomason, Robert Platt, Robin Walters

机构 * Northeastern University（东北大学） ； The Boston Dynamics AI Institute（波士顿动力AI研究院） 纠错

End-to-End On-Device Quantization-Aware Training for LLMs at Inference Cost

Qitao Tan, Xiaoying Song, Jin Lu, Guoming Li, Jun Liu, Lingzi Hong, Caiwen Ding, Jundong Li, Xiaoming Zhai, Shaoyi Huang, Wei Niu, Geng Yuan

机构 * University of Georgia（佐治亚大学） ； University of North Texas（北卡罗来纳州立大学） ； Northeastern University（东北大学） ； University of Minnesota（明尼苏达大学） ； University of Virginia（弗吉尼亚大学） ； Stevens Institute of Technology（史蒂文斯理工学院） 纠错

Learning Smooth State-Dependent Traversability from Dense Point Clouds

Zihao Dong, Alan Papalia, Leonard Jung, Alenna Spiro, Philip R. Osteen, Christa S. Robison, Michael Everett

机构 * Northeastern University（东北大学） ； University of Michigan, Ann Arbor（密歇根大学安娜堡分校） ； DEVCOM Army Research Laboratory (ARL)（国防部陆军研究实验室） 纠错

Comments 18 pages, 13 figures

VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models

Haichao Zhang, Yun Fu

机构 * Northeastern University（东北大学） 纠错

Comments Proceedings of the 38th Conference on Neural Information Processing Systems (NeurIPS 2025)

TimeExpert: Boosting Long Time Series Forecasting with Temporal Mix of Experts

Xiaowen Ma, Shuning Ge, Fan Yang, Xiangyu Li, Yun Chen, Mengting Ma, Wei Zhang, Zhipeng Liu

机构 * Zhejiang University（浙江大学） ； Shanghai Jiao Tong University（上海交通大学） ； Zhongke Wenge Technology（中科创世科技） ； Northeastern University（东北大学） 纠错

Comments Under Review

Sample-efficient Multiclass Calibration under $\ell_{p}$ Error

Konstantina Bairaktari, Huy L. Nguyen

机构 * Khoury College of Computer Sciences, Northeastern University（东北大学计算机科学学院） 纠错

PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process

Xinliang Frederick Zhang, Nick Beauchamp, Lu Wang

机构 * Computer Science and Engineering, University of Michigan, Ann Arbor, MI（计算机科学与工程系，密歇根大学，安娜堡分校） ； Department of Political Science, Northeastern University, Boston, MA（政治学系，东北大学，波士顿分校） 纠错

Comments EMNLP'25 Main

Distributed Associative Memory via Online Convex Optimization

Bowen Wang, Matteo Zecchin, Osvaldo Simeone

机构 * KCLIP, CIIPS, Department of Engineering, King’s College London, London WC2R 2LS, UK（KCLIP、CIIPS、工程系、伦敦国王学院，伦敦 WC2R 2LS，英国） ； Communication Systems Department, EURECOM, 06904 Sophia Antipolis, France（通信系统部门、EURECOM、法国索菲亚抗皮斯，06904） ； Intelligent Networked Systems Institute, Northeastern University London, London E1 8PH, UK（智能网络系统研究所、伦敦东北大学、伦敦 E1 8PH，英国） 纠错

FLEXI: Benchmarking Full-duplex Human-LLM Speech Interaction

Yuan Ge, Saihan Chen, Jingqi Xiao, Xiaoqian Liu, Tong Xiao, Yan Xiang, Zhengtao Yu, Jingbo Zhu

机构 * School of Computer Science and Engineering, Northeastern University, Shenyang, China（计算机科学与工程学院，东北大学，沈阳，中国） ； NiuTrans Research（NiuTrans研究） ； Kunming University of Science and Technology（昆明理工大学） 纠错

Not My Agent, Not My Boundary? Elicitation of Personal Privacy Boundaries in AI-Delegated Information Sharing

Bingcan Guo, Eryue Xu, Zhiping Zhang, Tianshi Li

机构 * Department of Human Centered Design & Engineering, University of Washington（华盛顿大学人中心设计与工程系） ； School of Information Sciences, University of Illinois（伊利诺伊大学香槟分校信息科学学院） ； Khoury College of Computer Sciences, Northeastern University（东北大学计算机科学学院） 纠错

LLM Agent Meets Agentic AI: Can LLM Agents Simulate Customers to Evaluate Agentic-AI-based Shopping Assistants?

Lu Sun, Shihan Fu, Bingsheng Yao, Yuxuan Lu, Wenbo Li, Hansu Gu, Jiri Gesi, Jing Huang, Chen Luo, Dakuo Wang

机构 * University of California San Diego La Jolla California United States ； Northeastern University Boston Massachusetts United States ； North Carolina State University Raleigh North Carolina United States ； Independent Researcher Seattle Washington United States ； Independent Researcher Palo Alto California United States ； University of California San Diego ； Northeastern University ； North Carolina State University ； Independent Researcher 纠错

Mamba-Driven Topology Fusion for Monocular 3D Human Pose Estimation

Zenghao Zheng, Lianping Yang, Jinshan Pan, Hegui Zhu

机构 * College of Sciences, Northeastern University（东北大学理学院） ； Key Laboratory of Differential Equations and Their Applications, Northeastern University（东北大学偏微分方程及其应用重点实验室） ； Nanjing University of Science and Technology（南京理工大学） 纠错

Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare

Hiba Ahsan, Arnab Sen Sharma, Silvio Amir, David Bau, Byron C. Wallace

机构 * Northeastern University（东北大学） 纠错

Comments Accepted in EMNLP (Findings)

Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models

Runsong Zhao, Xin Liu, Xinyu Liu, Pengcheng Huang, Chunyang Xiao, Tong Xiao, Jingbo Zhu

机构 * NLP Lab, School of Computer Science and Engineering, Northeastern University, Shenyang, China（东北大学计算机科学与工程学院自然语言处理实验室） ； NiuTrans Research, Shenyang, China（NiuTrans研究院） 纠错

Fine-Tuning LLMs to Analyze Multiple Dimensions of Code Review: A Maximum Entropy Regulated Long Chain-of-Thought Approach

Yongda Yu, Guohao Shi, Xianwei Wu, Haochuan He, XueMing Gu, Qianqian Zhao, Kui Liu, Qiushi Wang, Zhao Tian, Haifeng Shen, Guoping Rong

机构 * Nanjing University（南京大学） ； University of Waterloo（滑铁卢大学） ； Northeastern University（东北大学） ； Huawei Technologies Co., Ltd.（华为技术有限公司） ； Southern Cross University（南方十字大学） 纠错

Comments 22 pages

Retrieval over Classification: Integrating Relation Semantics for Multimodal Relation Extraction

Lei Hei, Tingjing Liao, Yingxin Pei, Yiyang Qi, Jiaqi Wang, Ruiting Li, Feiliang Ren

机构 * School of Computer Science and Engineering, Northeastern University, Shenyang 110819, China（计算机科学与工程学院，东北大学，沈阳110819，中国） 纠错

Comments Accepted by EMNLP 2025 Main Conference

MechStyle: Augmenting Generative AI with Mechanical Simulation to Create Stylized and Structurally Viable 3D Models

Faraz Faruqi, Amira Abdel-Rahman, Leandra Tejedor, Martin Nisser, Jiaji Li, Vrushank Phadnis, Varun Jampani, Neil Gershenfeld, Megan Hofmann, Stefanie Mueller

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； Center for Bits and Atoms, MIT（比特与原子中心，麻省理工学院） ； University of Washington（华盛顿大学） ； Google Research（谷歌研究） ； Khoury College of Computer Sciences, Northeastern University（东北大学计算机科学学院） 纠错

FURINA: Free from Unmergeable Router via LINear Aggregation of mixed experts

Jiayi Han, Liang Du, Yinda Chen, Xiao Kang, Weiyang Ding, Donghong Han

机构 * Inspur Genersoft, Inspur Group（Inspur集团） ； Interactive Entertainment Group Tencent Inc.（腾讯互动娱乐集团） ； Shandong University（山东大学） ； Fudan University（复旦大学） ； Northeastern University, China（中国东北大学） 纠错

Comments 15 pages, 4 figures

Human-AI Narrative Synthesis to Foster Shared Understanding in Civic Decision-Making

Cassandra Overney, Hang Jiang, Urooj Haider, Cassandra Moe, Jasmine Mangat, Frank Pantano, Effie G. McMillian, Paul Riggins, Nabeel Gillani

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Northeastern University（东北大学） ； Winston-Salem/Forsyth County Schools（温斯顿-塞勒姆/福赛斯县学校） 纠错