Northeastern University（东北大学）

Who Speaks Matters: Analysing the Influence of the Speaker's Ethnicity on Hate Classification

Ananya Malik, Kartik Sharma, Shaily Bhatt, Lynnette Hui Xian Ng

机构 * Northeastern University（东北大学） ； Georgia Institute of Technology（佐治亚理工学院） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Comments 9 pages, 3 figures, 3 tables. To appear in EMNLP 2025 findings

MTP-S2UT: Enhancing Speech-to-Speech Translation Quality with Multi-token Prediction

Jianjin Wang, Runsong Zhao, Xiaoqian Liu, Yuan Ge, Ziqiang Xu, Tong Xiao, Shengxiang Gao, 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, Shenyang, China（NiuTrans研究院，沈阳，中国） ； Kunming University of Science and Technology, Kunming, China（昆明理工大学，昆明，中国） 纠错

Comments Copyright 2026 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

Agentic Property-Based Testing: Finding Bugs Across the Python Ecosystem

Muhammad Maaz, Liam DeVoe, Zac Hatfield-Dodds, Nicholas Carlini

机构 * MATS, Anthropic（MATS，Anthropic） ； Northeastern University（东北大学） ； Anthropic 纠错

Comments 4 pages (main), NeurIPS 2025, The 4th Deep Learning for Code Workshop

Layout-Aware Parsing Meets Efficient LLMs: A Unified, Scalable Framework for Resume Information Extraction and Evaluation

Fanwei Zhu, Jinke Yu, Zulong Chen, Ying Zhou, Junhao Ji, Zhibo Yang, Yuxue Zhang, Haoyuan Hu, Zhenghao Liu

机构 * Hangzhou City University（杭州市大学） ； Alibaba Group（阿里巴巴集团） ； Zhejiang Lab（浙江实验室） ； Alibaba Cloud（阿里云） ； Northeastern University（东北大学） 纠错

IIET: Efficient Numerical Transformer via Implicit Iterative Euler Method

Xinyu Liu, Bei Li, Jiahao Liu, Junhao Ruan, Kechen Jiao, Hongyin Tang, Jingang Wang, Xiao Tong, 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） ； Meituan Inc.（美团公司） ； Tsinghua University（清华大学） ； NiuTrans Research, Shenyang, China（牛译研所） 纠错

EEG-MedRAG: Enhancing EEG-based Clinical Decision-Making via Hierarchical Hypergraph Retrieval-Augmented Generation

Yi Wang, Haoran Luo, Lu Meng, Ziyu Jia, Xinliang Zhou, Qingsong Wen

机构 * College of Information Science and Engineering, Northeastern University（信息科学与工程学院，东北大学） ； Foshan Graduate School of Innovation, Northeastern University（创新佛山研究生院，东北大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； Squirrel Ai Learning 纠错

STRAP: Spatio-Temporal Pattern Retrieval for Out-of-Distribution Generalization

Haoyu Zhang, Wentao Zhang, Hao Miao, Xinke Jiang, Yuchen Fang, Yifan Zhang

机构 * City University of Hong Kong（香港城市大学） ； City University of Hong Kong (Dongguan)（香港城市大学（东莞）） ； Northeastern University（东北大学） ； The Hong Kong Polytechnic University（香港理工大学） ； University of Electronic Science and Technology of China（电子科技大学） ； SLAI 纠错

Comments This paper is accepted by NeurIPS 2025

Multimodal Alignment and Fusion: A Survey

Songtao Li, Hao Tang

机构 * Peking University（北京大学） ； Northeastern University（东北大学） ； Sydney Smart Technology College（悉尼智能技术学院） ； School of Computer Science, Peking University（北京大学计算机学院） ； The State Key Laboratory of Multimedia Information Processing（多媒体信息处理国家重点实验室） 纠错

Comments Accepted to IJCV 2025

Dynamic Quadrupedal Legged and Aerial Locomotion via Structure Repurposing

Chenghao Wang, Kaushik Venkatesh Krishnamurthy, Shreyansh Pitroda, Adarsh Salagame, Ioannis Mandralis, Eric Sihite, Alireza Ramezani, Morteza Gharib

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） ； Department of Aerospace Engineering, California Institute of Technology（航空航天工程系，加州理工学院） 纠错

Identifying & Interactively Refining Ambiguous User Goals for Data Visualization Code Generation

Mert İnan, Anthony Sicilia, Alex Xie, Saujas Vaduguru, Daniel Fried, Malihe Alikhani

机构 * Northeastern University（东北大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

AnnaAgent: Dynamic Evolution Agent System with Multi-Session Memory for Realistic Seeker Simulation

Ming Wang, Peidong Wang, Lin Wu, Xiaocui Yang, Daling Wang, Shi Feng, Yuxin Chen, Bixuan Wang, Yifei Zhang

机构 * School of Computer Science and Engineering, Northeastern University（计算机科学与工程学院，东北大学） ； Mental Health Education Center, Northeastern University（心理健康教育中心，东北大学） ； School of Sociology and Psychology, Central University of Finance and Economics（社会学与心理学学院，中央财经大学） ； School of Psychology, Northeast Normal University（心理学学院，东北师范大学） 纠错

Journal ref Findings of the Association for Computational Linguistics: ACL 2025

Improbable Bigrams Expose Vulnerabilities of Incomplete Tokens in Byte-Level Tokenizers

Eugene Jang, Kimin Lee, Jin-Woo Chung, Keuntae Park, Seungwon Shin

机构 * Northeastern University（东北大学） ； KAIST（韩国科学技术院） ； S2W Inc.（S2W公司） 纠错

Comments EMNLP 2025 Main

The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections

Milad Nasr, Nicholas Carlini, Chawin Sitawarin, Sander V. Schulhoff, Jamie Hayes, Michael Ilie, Juliette Pluto, Shuang Song, Harsh Chaudhari, Ilia Shumailov, Abhradeep Thakurta, Kai Yuanqing Xiao, Andreas Terzis, Florian Tramèr

机构 * OpenAI ； Anthropic ； Google DeepMind（谷歌DeepMind） ； HackAPrompt ； Northeastern University（东北大学） ； ETH Zürich（苏黎世联邦理工学院） ； AI Sequrity Company（AI安全公司） ； MATS Main contributors（MATS主要贡献者） 纠错

D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition

Yiyang Huang, Yizhou Wang, Yun Fu

机构 * Northeastern University（东北大学） 纠错

Comments This paper has been accepted to EMNLP 2025

AirScape: An Aerial Generative World Model with Motion Controllability

Baining Zhao, Rongze Tang, Mingyuan Jia, Ziyou Wang, Fanghang Man, Xin Zhang, Yu Shang, Weichen Zhang, Wei Wu, Chen Gao, Xinlei Chen, Yong Li

机构 * Shenzhen International Graduate School, Tsinghua University Pengcheng Laboratory Shenzhen China ； School of Computer Science \& Technology, Beijing Institute of Technology Beijing China ； Department of Automation, Tsinghua University Beijing China ； Communication Engineering College, Northeastern University Qinhuangdao China ； Shenzhen International Graduate School, Tsinghua University Shenzhen China ； Department of Electronic Engineering, Tsinghua University Beijing China ； BNRist, Tsinghua University Beijing China ； Department of Electronic Engineering, Tsinghua University BNRist, Tsinghua University Beijing China ； Shenzhen International Graduate School, Tsinghua University Pengcheng Laboratory ； School of Computer Science \& Technology, Beijing Institute of Technology ； Department of Automation, Tsinghua University ； Communication Engineering College, Northeastern University ； Shenzhen International Graduate School, Tsinghua University ； Department of Electronic Engineering, Tsinghua University ； BNRist, Tsinghua University ； Department of Electronic Engineering, Tsinghua University BNRist, Tsinghua University 纠错

Graph-SCP: Accelerating Set Cover Problems with Graph Neural Networks

Zohair Shafi, Benjamin A. Miller, Tina Eliassi-Rad, Rajmonda S. Caceres

机构 * Northeastern University, Boston, MA, USA（东北大学） ； MIT Lincoln Laboratory, Lexington, MA, USA（MIT林肯实验室） 纠错

Spectral Compression Transformer with Line Pose Graph for Monocular 3D Human Pose Estimation

Zenghao Zheng, Lianping Yang, Hegui Zhu, Mingrui Ye

机构 * College of Sciences, Northeastern University（东北大学理学院） ； Key Laboratory of Differential Equations and Their Applications, Northeastern University（东北大学差分方程及其应用重点实验室） ； Department of Informatics, King’s College London（伦敦国王学院信息学院） 纠错

Journal ref Pattern Recognition, Volume 172, Part B, April 2026

Kernel-Free Universum Quadratic Surface Twin Support Vector Machines for Imbalanced Data

Hossein Moosaei, Milan Hladík, Ahmad Mousavi, Zheming Gao, Haojie Fu

机构 * Jan Evangelista Purkyně University（詹·埃瓦尔德·普日科夫大学） ； Charles University（查尔斯大学） ； American University（美国阿美利克大学） ； University of North Carolina at Charlotte（北卡罗来纳大学夏洛特分校） ； Northeastern University（东北大学） 纠错

AudioMarathon: A Comprehensive Benchmark for Long-Context Audio Understanding and Efficiency in Audio LLMs

Peize He, Zichen Wen, Yubo Wang, Yuxuan Wang, Xiaoqian Liu, Jiajie Huang, Zehui Lei, Zhuangcheng Gu, Xiangqi Jin, Jiabing Yang, Kai Li, Zhifei Liu, Weijia Li, Cunxiang Wang, Conghui He, Linfeng Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Northeastern University（东北大学） ； Carnegie Mellon University（卡内基梅隆大学） ； University of Chinese Academy of Sciences（中国科学院大学） ； Tsinghua University（清华大学） ； Sun Yat-sen University（中山大学） 纠错

Comments 26 pages, 23 figures, the code is available at \url{https://github.com/DabDans/AudioMarathon}

Unified Unsupervised Anomaly Detection via Matching Cost Filtering

Zhe Zhang, Mingxiu Cai, Gaochang Wu, Jing Zhang, Lingqiao Liu, Dacheng Tao, Tianyou Chai, Xiatian Zhu

机构 * State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China（合成过程工业综合自动化国家重点实验室，东北大学，沈阳，中国） ； University of Surrey（Surrey大学） ； School of Computer Science, Wuhan University（武汉大学计算机学院） ； School of Computer Science, The University of Adelaide（阿德莱德大学计算机学院） ； College of Computing & Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院） ； Surrey Institute for People-Centred Artificial Intelligence, and Centre for Vision, Speech and Signal Processing, University of Surrey（Surrey人本人工智能研究所，以及视觉、语音和信号处理中心，Surrey大学） 纠错

Comments 63 pages (main paper and supplementary material), 39 figures, 58 tables

TimeFormer: Transformer with Attention Modulation Empowered by Temporal Characteristics for Time Series Forecasting

Zhipeng Liu, Peibo Duan, Xuan Tang, Baixin Li, Yongsheng Huang, Mingyang Geng, Changsheng Zhang, Bin Zhang, Binwu Wang

机构 * Software College, Northeastern University, Shenyang, China（东北大学软件学院） ； School of Software, University of Science and Technology of China（中国科学技术大学软件学院） ； Xichang Satellite Launch Center, Xichang, China（西昌卫星发射中心） 纠错

Delay Independent Safe Control with Neural Networks: Positive Lur'e Certificates for Risk Aware Autonomy

Hamidreza Montazeri Hedesh, Milad Siami

机构 * Department of Electrical & Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） 纠错

Comments Submitted to 2026 American Control Conference (ACC), New Orleans, LA

Text-to-Image Models Leave Identifiable Signatures: Implications for Leaderboard Security

Ali Naseh, Anshuman Suri, Yuefeng Peng, Harsh Chaudhari, Alina Oprea, Amir Houmansadr

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； Northeastern University（东北大学） 纠错

Comments Accepted at Lock-LLM Workshop, NeurIPS 2025

Trajectory Prediction Meets Large Language Models: A Survey

Yi Xu, Ruining Yang, Yitian Zhang, Jianglin Lu, Mingyuan Zhang, Yizhou Wang, Lili Su, Yun Fu

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） 纠错

Comments 16 pages, GitHub: https://github.com/colorfulfuture/Awesome-Trajectory-Motion-Prediction-Papers

LightCache: Memory-Efficient, Training-Free Acceleration for Video Generation

Yang Xiao, Gen Li, Kaiyuan Deng, Yushu Wu, Zheng Zhan, Yanzhi Wang, Xiaolong Ma, Bo Hui

机构 * University of Tulsa（塔尔萨大学） ； Clemson University（克莱姆斯大学） ； The University of Arizona（亚利桑那大学） ； Northeastern University（东北大学） ； Microsoft Research（微软研究院） 纠错

Representation Potentials of Foundation Models for Multimodal Alignment: A Survey

Jianglin Lu, Hailing Wang, Yi Xu, Yizhou Wang, Kuo Yang, Yun Fu

机构 * Department of Electrical and Computer Engineering, Northeastern University（东北大学电气与计算机工程系） ； Khoury College of Computer Science, Northeastern University（东北大学科赫里计算机科学学院） 纠错

Journal ref The 2025 Conference on Empirical Methods in Natural Language Processing

Internal states before wait modulate reasoning patterns

Dmitrii Troitskii, Koyena Pal, Chris Wendler, Callum Stuart McDougall, Neel Nanda

机构 * Independent（独立研究者） ； Northeastern University（东北大学） 纠错

Comments Accepted to EMNLP Findings 2025

Operationalizing Data Minimization for Privacy-Preserving LLM Prompting

Jijie Zhou, Niloofar Mireshghallah, Tianshi Li

机构 * Northeastern University（东北大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

Quant Fever, Reasoning Blackholes, Schrodinger's Compliance, and More: Probing GPT-OSS-20B

Shuyi Lin, Tian Lu, Zikai Wang, Bo Wen, Yibo Zhao, Cheng Tan

机构 * Northeastern University（东北大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

TSLA: A Task-Specific Learning Adaptation for Semantic Segmentation on Autonomous Vehicles Platform

Jun Liu, Zhenglun Kong, Pu Zhao, Weihao Zeng, Hao Tang, Xuan Shen, Changdi Yang, Wenbin Zhang, Geng Yuan, Wei Niu, Xue Lin, Yanzhi Wang

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） ； Robotics Institute, Carnegie Mellon University（机器人研究所，卡内基梅隆大学） ； School of Computing at the University of Georgia（佐治亚大学计算机学院） ； Knight Foundation School of Computing & Information Sciences at Florida International University（佛罗里达国际大学Knight基金会计算机与信息科学学院） 纠错

Journal ref IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 44, no. 4, pp. 1406-1419, April 2025