期刊&会议

TMLR

Transactions on Machine Learning Research · 期刊 · Machine Learning

2026-02-06 至 2026-02-06 共收录 3 篇

2602.05539 2026-02-06 cs.LG cs.AI cs.CL

Steering Large Reasoning Models towards Concise Reasoning via Flow Matching

通过流匹配引导大型推理模型实现紧凑推理

Yawei Li, Benjamin Bergner, Yinghan Zhao, Vihang Prakash Patil, Bei Chen, Cheng Wang

机构 * LMU Munich（慕尼黑莱茵河大学）； Amazon（亚马逊）

AI总结通过流匹配引导大型推理模型实现紧凑推理，提出非线性引导方法提升推理效率和任务性能。

Comments This paper has been accepted to Transactions on Machine Learning Research (TMLR)

2406.04897 2026-02-06 cs.LG

From Link Prediction to Forecasting: Addressing Challenges in Batch-based Temporal Graph Learning

从链接预测到预测：解决基于批次的时序图学习中的挑战

Moritz Lampert, Christopher Blöcker, Ingo Scholtes

AI总结本文提出将动态链接预测转化为链接预测任务，以解决基于批次的时序图学习中的信息丢失和不一致问题。

Comments 46 pages (12 pages main text), 19 figures. Published in Transactions on Machine Learning Research (2026)

Journal ref Lampert, M., Blöcker, C. & Scholtes, I., (2026). From Link Prediction to Forecasting: Addressing Challenges in Batch-based Temporal Graph Learning. Transactions on Machine Learning Research, February 2026

2502.11655 2026-02-06 cs.CV

TextOCVP: Object-Centric Video Prediction with Language Guidance

TextOCVP: 基于语言指导的对象中心视频预测

Angel Villar-Corrales, Gjergj Plepi, Sven Behnke

机构 * University of Bonn（波恩大学）； Lamarr Institute for Machine Learning and Artificial Intelligence（拉马尔人工智能机器学习研究所）； Center for Robotics（机器人中心）

AI总结 TextOCVP通过文本指导的对象中心模型实现更精确可控的视频预测，优于现有基线。

Comments Published at TMLR 02/2026