📣 Announcing the CoLLAs Seminars

A year-long exploration of one of the central challenges in AI: building systems that can learn continually, adapt in real time, and improve over their lifetime.

ℹ️ Seminars: lnkd.in/erEdDxgP
✉️ Mailing list: lnkd.in/eEGwH-3E
🔗 Zoom link first talk: lnkd.in/ekkHE5nX

The CoLLAs submission deadline is tomorrow!

We invite researchers to explore all facets of ML adaptation.

- 𝗔𝗯𝘀𝘁𝗿𝗮𝗰𝘁 𝗗𝗲𝗮𝗱𝗹𝗶𝗻𝗲: April 10, 2026
- 𝗖𝗼𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 𝗗𝗮𝘁𝗲𝘀: Sep 14–17, 2026

🔗 𝗖𝗮𝗹𝗹 𝗳𝗼𝗿 𝗣𝗮𝗽𝗲𝗿𝘀: lifelong-ml.cc/Conferences/...

The CoLLAs submission deadline is this Friday!

We invite researchers to explore all facets of ML adaptation, from incorporating new capabilities during continuous training to efficiently removing outdated or harmful data.

🔗 Submissions: lifelong-ml.cc/Conferences/...

⏰ The CoLLAs abstract deadline is only 10 days away!

We invite researchers to explore all facets of ML adaptation, from incorporating new capabilities during continuous training to efficiently removing outdated or harmful data.

🔗 𝗖𝗮𝗹𝗹 𝗳𝗼𝗿 𝗣𝗮𝗽𝗲𝗿𝘀: lifelong-ml.cc/Conferences/...

📣 CoLLAs 2026 - Call For Tutorials

We welcome proposals for tutorials on all facets of ML adaptation, from incorporating new capabilities during continuous training to efficiently removing outdated or harmful data.

Submit to contact@lifelong-ml.cc by April 30, AOE.

lifelong-ml.cc/Conferences/...

Computational Building Blocks for Complex Cognition - Cristina Savin - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

Preparing for CoLLAs 2026, we’re revisiting last year’s standout keynotes:

Computational Building Blocks for Complex Cognition - Cristina Savin
www.youtube.com/watch?v=7gZC...

Join us in Bucharest:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026 in Bucharest, Romania

Leveraging Traces for Continual Reinforcement Learning - Martha White - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

Preparing for CoLLAs 2026, we’re revisiting last year’s standout keynotes:

Leveraging Traces for Continual Reinforcement Learning - Martha White
www.youtube.com/watch?v=Y6aw...

Join us in Bucharest:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026

Non Stationarity Online Learning and Loss of Plasticity - Andras Gyorgy - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

Preparing for CoLLAs 2026, we’re revisiting last year’s standout keynotes:

Non Stationarity Online Learning and Loss of Plasticity - Andras Gyorgy
www.youtube.com/watch?v=Atbs...

Join us in Bucharest:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17 2026

What Happens After We Solve Continual Learning - Stephanie Chan - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

What Happens After We Solve Continual Learning? - Stephanie Chan
www.youtube.com/watch?v=Ri6H...

As we look ahead to CoLLAs 2026, we’re revisiting last year’s standout keynote sessions.

Call for papers:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026 in Bucharest, Romania

Continual Federated Learning - Qiang Yang - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

Continual Federated Learning - Qiang Yang
www.youtube.com/watch?v=gzYY...

Looking ahead to CoLLAs 2026, we’re revisiting last year’s standout keynote sessions.

Call for papers:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026 in Bucharest, Romania

Beyond Catastrophic Forgetting - Vineeth Balasubramanian - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

Beyond Catastrophic Forgetting - Vineeth Balasubramanian
www.youtube.com/watch?v=bxOb...

As we look ahead to CoLLAs 2026, we’re revisiting last year’s standout keynote sessions.

Call for papers:
🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026 in Bucharest, Romania

Resolving the Sensorimotor Dilemma - George Konidaris - CoLLAs 2025 YouTube video by Conference on Lifelong Learning Agents (CoLLAs)

As we look ahead to CoLLAs 2026, we’re revisiting last year’s standout keynote sessions.

Resolving the Sensorimotor Dilemma - George Konidaris
www.youtube.com/watch?v=nTGN...

🔗 Abstract deadline: 10th April
📅 Conference: Sep 14–17, 2026 in Bucharest, Romania

The CoLLAs 2026 website is LIVE!

We invite researchers to explore all facets of ML adaptation, from incorporating new capabilities during continuous training to efficiently removing outdated or harmful data.

📍 Bucharest, Romania, Sep 14–17, 2026
🔗 Call for Papers: lifelong-ml.cc/Conferences/...

👏 Join us in celebrating these early-career researchers at #CoLLAs2025!

📍 Aug 11–14 @ University of Pennsylvania

🔗 lifelong-ml.cc/Conferences/...

#AI #ML #LifelongLearning #ContinualLearning #CoLLAs2025

🧩 @jmendezm.bsky.social (Stony Brook University)

Talk: Unlocking Lifelong Robot Learning With Modularity

Jorge shows how modularity in robotics enables scalable lifelong learning for robots.

#RobotLearning #Modularity #EmbodiedAI

🔍 @tylerlhayes.bsky.social (Georgia Tech)

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 #LifelongLearning

🤖 Jaehong Yoon (NTU Singapore)

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 #LLMs

🧠 @khimya.bsky.social (Google DeepMind)

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 #LifelongLearning

🧠 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 👇

📘 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

🔍 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.

🧠 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 👇

📢 2 weeks until #CoLLAs2025!

Here’s what you need to make the most of it

🗓 Program: lifelong-ml.cc/Conferences/...

✅ Papers: lifelong-ml.cc/Conferences/...

📍 Venue: lifelong-ml.cc/Conferences/...

🔗 Info & registration: lifelong-ml.cc/Conferences/...

#AI #ML #ContinualLearning #LifelongLearning

📢 Present your published work at #CoLLAs2025!

Submit recent papers (JMLR, TMLR, NeurIPS, etc.) on lifelong/continual learning, LLMs, online learning & more.

🗓 Deadline: July 5
🔗 lifelong-ml.cc/Conferences/...

#AI #MachineLearning #LifelongLearning #ContinualLearning

📢 Only 8 weeks to #CoLLAs2025!

Tackle the real-world challenges of ML: catastrophic forgetting, dist. shift, continual RL, lifelong learning & more.

📍 Aug 11–14 @upenn.edu
🧠 Talks, workshops, posters, tutorials & community

🔗 lifelong-ml.cc/Conferences/...

#ContinualLearning #AI #MachineLearning

⏰ Reminder: Only 5 days left to apply for CoLLAs Early-Career Spotlight Program for rising researchers to present their vision & trajectory in #lifelonglearning.

📅 Deadline: June 2, 2025, 23:59 AoE

🔗 lifelong-ml.cc/Conferences/...

#CoLLAs2025 #EarlyCareer #ContinualLearning #AI #MachineLearning

CoLLAs 2025 Workshop Track Welcome to the OpenReview homepage for CoLLAs 2025 Workshop Track

📢 1 week left! Submit to the #CoLLAs2025 Workshop Track — ideal for early work & papers under review.

🧠 Spotlight: #LifelongLearning in Cognitive Science
🗓 Deadline: May 22, 2025 (AoE)

🔗 openreview.net/group?id=lifelong-ml.cc/CoLLAs/2025/Workshop_Track

#ContinualLearning #WorkshopCFP

CoLLAs 2025 Workshop Track Welcome to the OpenReview homepage for CoLLAs 2025 Workshop Track

📢 Reminder: Submit to the #CoLLAs2025 Workshop Track!

Great venue for early work & papers under review. This year’s spotlight: Lifelong Learning in Cognitive Science 🧠✨

🗓 Deadline: May 22, 2025 (AoE)

🔗 openreview.net/group?id=lif...

#ContinualLearning #LifelongLearning #AI #CognitiveScience

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