collasconf.bsky.social

31 July 2025 18:12

📘 Mathematics of Continual Learning by Liangzu Peng & René Vidal A deep dive into the mathematical principles behind continual learning and adaptive filtering. Highlights connections between the two fields and proposes directions grounded in rigorous theory. 🔗 arxiv.org/abs/2504.17963

collasconf.bsky.social

31 July 2025 18:12

🔍 Information-Theoretic Measures for Multi-Expert FM Adaptation by Yang Li & Shao-Lun Huang How much should we transfer from each expert model? This tutorial explores info-theoretic tools (KL, HGR, entropy, etc.) to measure and guide expert utility in multi-source & continual learning.

collasconf.bsky.social

31 July 2025 18:12

🧠 Don't miss the tutorials at #CoLLAs2025! We’re excited to host two deep dives into the theory and practice of lifelong learning: 📍Information-Theoretic Measures for Multi-Expert FM Adaptation 📍Mathematics of Continual Learning Details below 👇

Jorge Mendez-Mendez

jmendezm.bsky.social

15 April 2025 13:25

Submit your tutorial proposal or topic/presenter suggestions to tutorials@lifelong-ml.cc by April 30!

Martin Mundt

martinmundt.bsky.social

12 April 2025 04:05

🚀We’ve created a spotlight program for early Postdoc/starting faculty/industry equivalent researchers to highlight their contributions & vision in a 30 minute spotlight talk at CoLLAs! It’s a unique opportunity & recognition! Applications are open until May 26 AOE: lifelong-ml.cc/Conferences/...