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Continual RL Workshop @continual-rl.bsky.social · 03/09/2026

🎥 Finally, we’ve collected all the recordings from the first edition of the Continual RL Workshop in a YouTube playlist and preserved some great memories from the event in our website gallery! 📸✨ ▶️ Playlist: www.youtube.com/playlist?lis... 🖼️ Gallery: sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 31/08/2026

The final contributed talk was given by Zijing Wu @zijingwu.bsky.social: 🎙️ QD-Learning for Continual Reinforcement Learning 🔗 openreview.net/forum?id=pLG...

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Continual RL Workshop @continual-rl.bsky.social · 31/08/2026

A. Rupam Mahmood gave the final talk in our workshop: 🎙️ Challenges of Single-Life Continual RL 🎥 www.youtube.com/watch?v=G-Lg...

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Continual RL Workshop @continual-rl.bsky.social · 30/08/2026

The penultimate contributed talk in our workshop was given by Edan Meyer: 🎙️ Connectivity, Credit Assignment, and the Speed of Learning 🔗 openreview.net/forum?id=JqQ...

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Continual RL Workshop @continual-rl.bsky.social · 30/08/2026

Rich Sutton delivered a talk in our workshop: 🎙️ Generate-and-test methods for Continual Learning 🎥 www.youtube.com/watch?v=NaJx...

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Continual RL Workshop @continual-rl.bsky.social · 29/08/2026

The second oral talk of the afternoon session was given by Keith Lawson: 🎙️ Security-Gym: Evaluating Temporally-Uniform Agents on High-Fidelity Linux Telemetry 🔗 openreview.net/forum?id=ar2...

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Continual RL Workshop @continual-rl.bsky.social · 29/08/2026

The second invited talk of the afternoon session was given by Peter Stone: 🎙️ Continual RL and Automatic Curriculum Learning 🎥 www.youtube.com/watch?v=5D5r...

youtube.com

Peter Stone: Continual RL and Automatic Curriculum Learning

YouTube video by Continual Reinforcement Learning

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Continual RL Workshop @continual-rl.bsky.social · 28/08/2026

The first contributed talk of the afternoon session was given by Ben Sanati: 🎙️ Forgetting is Everywhere 🔗 openreview.net/forum?id=9EO...

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Continual RL Workshop @continual-rl.bsky.social · 28/08/2026

Revisit our first invited talk of the afternoon session by David Abel @dabelcs.bsky.social: 🎙️ Where is Learning? 🎥 www.youtube.com/watch?v=vVZu... ✨ In this talk, David gave a simple general definition of an agent, and asked: where in such an agent does learning take place?

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Continual RL Workshop @continual-rl.bsky.social · 27/08/2026

The third contributed talk in our workshop was given by Luc McCutcheon: 🎙️ Calibrated Partial Resets: Preventing Policy Collapse in Continual Reinforcement Learning 🔗 openreview.net/forum?id=OJA...

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Continual RL Workshop @continual-rl.bsky.social · 27/08/2026

Our third invited talk by Sarath Chandar @sarath-chandar.bsky.social was about: 🎙️ Stable Adaptation Under Distribution Shift 🎥 www.youtube.com/watch?v=eddB...

youtube.com

Sarath Chandar: Stable Adaptation Under Distribution Shift

YouTube video by Continual Reinforcement Learning

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Continual RL Workshop @continual-rl.bsky.social · 26/08/2026

Our second contributed talk in our workshop was given by @cogscikid.bsky.social and Neil Shah: 🎙️Task diversity produces systematic transfer but inhibits continual reinforcement learning 📷 openreview.net/forum?id=3Wy...

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Continual RL Workshop @continual-rl.bsky.social · 26/08/2026

Katia Sycara gave our second invited talk: 🎙️ Long Horizon Reasoning via Neurosymbolic Learning Due to technical issues, only the slides are available for this talk. 📄 Slides: drive.google.com/file/d/16llO...

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Continual RL Workshop @continual-rl.bsky.social · 26/08/2026

The first contributed talk in our workshop was given by Lu Li on his work: 🎙️ The Three Regimes of Offline-to-Online Reinforcement Learning 🔗 openreview.net/forum?id=YTj...

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Continual RL Workshop @continual-rl.bsky.social · 26/08/2026

Revisiting our first invited talk by George Konidaris: 🎙️ Resolving the Sensorimotor Dilemma 🎥 youtu.be/Af5UFE7CdKs

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Continual RL Workshop @continual-rl.bsky.social · 25/08/2026

✨Special thanks to all the organizers: @xutongzhao.bsky.social , @ray-luo.bsky.social , @twni2016.bsky.social , @itsnva7.bsky.social , @annahakh.bsky.social , Guozheng Ma, Clare Lyle, Adam White, and Doina Precup

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Continual RL Workshop @continual-rl.bsky.social · 25/08/2026

♾ Thank you all for your attendance and perspectives that make the first-ever Continual RL workshop so special. ⏳ Stay tuned: more beautiful photos and recordings coming soon…

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Continual RL Workshop @continual-rl.bsky.social · 15/08/2026

♾️ Continual RL Workshop comes to life tomorrow! 📍 B-2305, Université de Montréal 3200 Jean-Brillant, Montréal, Canada 🕘 9:00–17:30 Come learn. Continually, of course. ♾️ 🔗 sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

Please check out Rich’s personal website to learn more about him and his work 👇 incompleteideas.net

incompleteideas.net

Rich Sutton's Home Page

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

⏳2 days away => Continual RL Workshop! Finally, let’s welcome Richard S. Sutton, Founder and Research Scientist at Oak Lab and Professor at the University of Alberta. 🎙️Talk: Generate-and-test methods for Continual Learning

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

Katia’s (www.cs.cmu.edu/~sycara/) research spans broadly across multi-agent systems, human-robot interactions, game theoretic techniques, adversarial reasoning, machine learning, case-based reasoning, planning and scheduling, large scale human-machine systems, and etc.

cs.cmu.edu

Katia Sycara

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

🚨 3 days until Continual RL Workshop! Happy to welcome Katia Sycara, Research Professor at Carnegie Mellon University. 🎙️Talk: Long Horizon Reasoning via Neurosymbolic Learning

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

Peter (www.cs.utexas.edu/~pstone) aims to understand how to best create complete intelligent agents. He considers adaptation, interaction, and embodiment to be essential capabilities of such agents. His research focuses mainly on machine learning, multiagent systems, and robotics.

cs.utexas.edu

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Continual RL Workshop @continual-rl.bsky.social · 13/08/2026

Thrilled to introduce Peter Stone, Professor at The University of Texas at Austin and Chief Scientist of Sony AI. 🎙️Talk: Continual RL and Automatic Curriculum Learning

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Continual RL Workshop @continual-rl.bsky.social · 10/08/2026

📅 See the complete workshop schedule: sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 10/08/2026

George (cs.brown.edu/people/gdk) aims to build intelligent, autonomous, general-purpose robots that are generally capable in a wide variety of tasks and environments. He focuses on understanding how to design agents that learn abstraction hierarchies that enable fast, goal-oriented planning.

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Continual RL Workshop @continual-rl.bsky.social · 10/08/2026

⏳ Another day closer — just 5 days to the Continual RL Workshop! Excited to introduce George Konidaris, professor at Brown University and co-founder of two technology startups. 🎙️Talk: Resolving the Sensorimotor Dilemma

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Continual RL Workshop @continual-rl.bsky.social · 09/08/2026

📅 See the complete workshop schedule: sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 09/08/2026

Rupam (armahmood.github.io) works to understand scalable and general learning mechanisms for continually improving agents. To this end, he develops continual reinforcement and representation learning algorithms and real-time learning systems, including for controlling physical robots.

armahmood.github.io

Rupam's Website

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Continual RL Workshop @continual-rl.bsky.social · 09/08/2026

⏳ 6 days to go! Joining us is A. Rupam Mahmood, Associate Professor at the University of Alberta and Amii. 🎙️Talk: Three Challenges of Continual Reinforcement Learning

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Continual RL Workshop @continual-rl.bsky.social · 08/08/2026

📅 See the complete workshop schedule: sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 08/08/2026

Sarath (sarathchandar.in) works in machine learning, and his long-term vision is to develop interactive learning algorithms that can continually learn from experiences.

sarathchandar.in

Sarath Chandar

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Continual RL Workshop @continual-rl.bsky.social · 08/08/2026

🚨 7 days until Continual RL Workshop! Meet our next speaker: Sarath Chandar @sarath-chandar.bsky.social , Associate Professor at Polytechnique Montréal and Mila. 🎙️Talk: Stable Adaptation Under Distribution Shift

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Continual RL Workshop @continual-rl.bsky.social · 07/08/2026

📅 See the complete workshop schedule: sites.google.com/view/continu...

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Continual RL Workshop @continual-rl.bsky.social · 07/08/2026

🧠 David’s research focuses on understanding the foundations of agency, learning, and computation. He works primarily with the RL problem, drawing on tools and perspectives from philosophy, mathematics, and computer science.

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Continual RL Workshop @continual-rl.bsky.social · 07/08/2026

💭 “In this talk, I give a simple general definition of an agent, and ask: where in such an agent does learning take place?”

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Continual RL Workshop @continual-rl.bsky.social · 07/08/2026

🚨 The Continual RL Workshop is coming next Saturday! Excited to introduce our first speaker: David Abel @dabelcs.bsky.social , Staff Research Scientist at Google DeepMind on the Agency team and Honorary Fellow at the University of Edinburgh. 🎙️Title: “Where is Learning?”

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Continual RL Workshop @continual-rl.bsky.social · 13/07/2026

📚 Interested in Continual RL but not sure where to start? 👇 Dive in: sites.google.com/view/continu... ♾️ We've curated a resource hub with key papers, benchmarks, codebases, tutorials, and more to help you get up to speed quickly. #ContinualRL #ReinforcementLearning #MachineLearning #AI

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Continual RL Workshop @continual-rl.bsky.social · 20/06/2026

🔥 Accepted papers are out! They cover a diverse range of topics, contributing novel insights and solid findings! 🧠 The reviewers have invested substantial effort. We truly appreciate their invaluable feedback. 📄 Papers: tinyurl.com/vs4t4kne 🖼️ Reviewers: tinyurl.com/w5fy4dcm #ContinualRL #RLC2026

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Continual RL Workshop @continual-rl.bsky.social · 21/05/2026

We extend the submission deadline to May 29, 2026 (AoE), i.e., next Friday, given the number of requests. We look forward to your submissions!😀

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Continual RL Workshop @continual-rl.bsky.social · 03/05/2026

📢 Call for papers: Continual RL Workshop @ RLC 2026, Montreal 🇨🇦 ! 🗓️ Submission deadline: May 22, 2026 (AoE) 🔗 Website & CFP: sites.google.com/view/continu... #ReinforcementLearning #ContinualLearning #MachineLearning #RLC2026 #ContinualRL

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Continual RL Workshop @continual-rl.bsky.social · 11/04/2026

Special thanks to all the organizers: @ray-luo.bsky.social, @xutongzhao.bsky.social, @twni2016.bsky.social, @itsnva7.bsky.social, Guozheng Ma, @annahakh.bsky.social, and our advisory committee: Clare Lyle, Adam White, and Doina Precup

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Continual RL Workshop @continual-rl.bsky.social · 11/04/2026

Topics include, but are not limited to different aspects of CRL: 🧠 Foundation & theory ⚙️ Algorithms 🧪 Experimental protocols & benchmarks 🚀 Applications Format: 📑 Papers: 4–8 content pages

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Continual RL Workshop @continual-rl.bsky.social · 11/04/2026

Standard RL assumes a stable world. The real world may not. ♾ Introducing the Continual RL Workshop @rl-conference.bsky.social 2026, Montreal, Canada. 🤖 Agents that learn, adapt, and evolve under constant change. 🖼️ Site: sites.google.com/view/continu... 📄 Submit: sites.google.com/view/continu...

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