📢 Exciting News! The Fourth Conference on Lifelong Learning Agents (CoLLAs 2025) will be held at the University of Pennsylvania (@Penn) in Philadelphia, USA 🇺🇸. 🗓️ Important Dates:. Abstract Deadline: Feb 21, 2025.Submission Deadline: Feb 26, 2025.Conference Dates: Aug 11 - Aug

👏 Join us in celebrating these early-career researchers at #CoLLAs2025!. 📍 Aug 11–14 @ University of Pennsylvania. 🔗 #AI #ML #LifelongLearning #ContinualLearning #CoLLAs2025.

🧩 Jorge Mendez Mendez (@stonybrooku ). Talk: Unlocking Lifelong Robot Learning With Modularity. Jorge shows how modularity in robotics enables scalable lifelong learning for robots. #RobotLearning #Modularity #EmbodiedAI.

🔍 @TylerLHayes (@GeorgiaTech). Talk: Adapting to the Unknown: Lifelong Learning, Novelty Discovery, & Beyond. Tyler presents two complementary paradigms for enabling adaptation in neural networks: dynamic adaptation and static adaptation. #NoveltyDiscovery #OpenWorld.

🤖 @jaeh0ng_yoon (@NTUsg) . Talk: Toward Continually Growing Embodied AIs via Selective and Purposeful Experience. From multimodal LLMs to LLM-generated training environments, Jaehong shows how purposeful experience helps agents grow efficiently. #EmbodiedAI #ContinualLearning.

🧠 @khimya (@GoogleDeepMind ). Talk: Navigating the Affordance Landscape for Continual Agent Adaptation. She propose rethinking the agent-environment interaction through the lens of affordances and using that to develop data-efficient agents. #RL #Affordances #ContinualLearning.

🎉 Announcing the winners of the #CoLLAs2025 Early-Career Spotlight Program! . These rising stars are pushing the boundaries of lifelong & continual learning, adaptation, and embodied AI. 👇 A thread introducing their work & talks. #AI #MachineLearning #ContinualLearning.

📘 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. 🔗.

🔍 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.

🧠 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 👇.

📢 About 2 weeks to go until #CoLLAs2025! Here’s what you need to make the most of it. 🗓 Program:. ✅ Accepted Papers:. 📍 Venue & Local Info:. 🔗 Registration & conference details:.

📢 Present your recent work at #CoLLAs2025!.Our Journal/Sister Conference Track invites papers published in top-tier venues (e.g., @JmlrOrg @TmlrOrg @NeurIPSConf @iclr_conf etc) on lifelong learning, continual learning, curriculum, meta & federated learning, adaptation in LLMs,.

📢 Just 8 weeks until #CoLLAs2025!. Modern ML thrives in benchmarks but struggles in the wild. CoLLAs is where we tackle non-stationarity head-on: catastrophic forgetting, distribution shift, continual RL, online adaptation, and lifelong learning for ML. 📍 Aug 11–14 @Penn. 🧠.

⏳ 1 week left to submit to the CoLLAs 2025 Workshop Track!. Perfect for early-stage ideas, interdisciplinary work, or papers under review. This year’s spotlight: 🧠 Lifelong Learning in Cognitive Science. 📅 Deadline: May 22, 2025 (AoE).📍 Posters at CoLLAs 2025. 🔗.

⏰ Reminder: CoLLAs 2025 Workshop Track CFP is still open!. Have ongoing work or a paper under review? Submit it to our Workshop Track — a great venue for early ideas and interdisciplinary work!. 🧠 This year features a spotlight on Lifelong Learning in Cognitive Science. 📅.

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

📢 Extended Deadline – #CoLLAs2025 Tutorials 📢 . Good news! You now have until April 30, 2025 (AoE) to submit your tutorial proposals! 🧠📚 We welcome topics in continual learning, LLMs, neuroscience-inspired AI & more. 🔗 . Have a topic suggestion?.

🌟 New at CoLLAs2025! 🌟. We’re inviting applications for our Early-Career Spotlight Program—a chance for rising researchers to present their vision & trajectory in lifelong learning. 📅 Apply by May 26, 2025. 📢 30-min invited talk + blog feature. 🔗

📢 Call for Papers – CoLLAs 2025 Workshop Track! 📢. Got ongoing work or a paper under review? Submit to the #CoLLAs2025 Workshop Track! This year, we’re also highlighting Lifelong Learning in Cognitive Science 🧠✨. 🔹 Deadline: May 22, 2025 (AoE).🔹 Accepted papers will be.