Northeastern University（东北大学）

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