TMLR

SAIF: Sparse Adversarial and Imperceptible Attack Framework

Tooba Imtiaz, Morgan Kohler, Jared Miller, Zifeng Wang, Masih Eskandar, Mario Sznaier, Octavia Camps, Jennifer Dy

机构 * Northeastern University（东北大学） ； Google（谷歌） 纠错

Journal ref Transactions on Machine Learning Research, 2835-8856, 2025

Beyond Instance Consistency: Investigating View Diversity in Self-supervised Learning

Huaiyuan Qin, Muli Yang, Siyuan Hu, Peng Hu, Yu Zhang, Chen Gong, Hongyuan Zhu

机构 * Institute for Infocomm Research (I 2 R), A*STAR, Singapore（新加坡*STAR信息与通信研究所） ； National University of Singapore, Singapore（新加坡国立大学） ； Sichuan University, China（四川大学） ； Southeast University, China（东南大学） ； Shanghai Jiaotong University, China（上海交通大学） 纠错

Comments Published in TMLR. Review: https://openreview.net/forum?id=urWCU3YMA0

Journal ref Transactions on Machine Learning Research (TMLR), 2025

M4GN: Mesh-based Multi-segment Hierarchical Graph Network for Dynamic Simulations

Bo Lei, Victor M. Castillo, Yeping Hu

机构 * Lawrence Livermore National Laboratory（劳伦斯利弗莫尔国家实验室） 纠错

Comments Accepted and published in Transactions on Machine Learning Research (TMLR), 2025

Journal ref Transactions on Machine Learning Research, Volume 2025

Global Optimization Algorithm through High-Resolution Sampling

Daniel Cortild, Claire Delplancke, Nadia Oudjane, Juan Peypouquet

Journal ref Transactions on Machine Learning Research (09/2025)

RouteFinder: Towards Foundation Models for Vehicle Routing Problems

Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels Wouda, Leon Lan, Junyoung Park, Kevin Tierney, Jinkyoo Park

机构 * KAIST（韩国科学技术院） ； Bielefeld University（比勒菲尔德大学） ； Rotterdam School of Management（鹿特丹管理学院） ； VU Amsterdam（阿姆斯特丹自由大学） ； Omelet AI4CO 纠错

Comments TMLR 2025. A previous version of this work was presented as Oral at the ICML 2024 FM-Wild Workshop

Understanding Emergent In-Context Learning from a Kernel Regression Perspective

Chi Han, Ziqi Wang, Han Zhao, Heng Ji

机构 * Siebel School of Computing and Data Science（计算与数据科学学院） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

Comments Transactions on Machine Learning Research (TMLR 2025)