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all facets of ML adaptation, from incorporating new capabilities during continuous training to efficiently removing outdated or harmful data.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

🎉 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 👇

🧠 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

📢 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

📢 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 [email protected] by April 30!

📢 Extended Deadline for Tutorials 📢 You now have until April 30, 2025 (AoE) to submit your tutorial proposals on continual learning, LLMs, neuroscience-inspired AI & more. 🔗 lifelong-ml.cc 💡 Suggest a topic: [email protected] #AI #MachineLearning #ContinualLearning #CallForTutorials

🚀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/...

We’re inviting applications for our Early-Career Spotlight Program—a chance for rising researchers to present their vision & trajectory in #lifelonglearning. 📅 Apply by May 26, 2025 📢 30-min invited talk + blog feature 🔗 lifelong-ml.cc/Conferences/... #AI #MachineLearning #ContinualLearning

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) 🔗 lifelong-ml.cc/Conferences/... #ContinualLearning #LifelongLearning #AI #CognitiveScience

📢 Call for Tutorials 📢 We’re inviting 2-hour tutorial proposals on continual learning, non-stationary learning, LLMs, neuroscience & more! 🧠📚 🔹 Deadline: April 15, 2025 (AoE) 💡 Suggest a topic: [email protected] 🔗 lifelong-ml.cc #MachineLearning #ContinualLearning #AI #CallForTutorials

Excited to announce that Dr. Cristina Savin will be an invited speaker at #CoLLAs2025! 🎤 A Professor at @nyu.edu, she works at intersection of neuroscience & ML to study how bio. & artificial systems learn & adapt in dynamic environments. Stay tuned for more details on her talk! 🔗 lifelong-ml.cc

Excited to announce that Dr. Qiang Yang will be an invited speaker at #CoLLAs2025! 🎤 An Emeritus Professor at HKUST and Chief AI Officer at WeBank renowned for his pioneering work in data mining, transfer learning, and federated learning. Stay tuned for more details on his talk! 🔗 lifelong-ml.cc

Excited to announce that Dr. Stephanie Chan (@scychan.bsky.social) will be an invited speaker at #CoLLAs2025! 🎤 A researcher at Google Deepmind, she is working to build systems at the intersection of neuroscience & AI. Stay tuned for more details on her talk! 🔗 lifelong-ml.cc

At #CoLLAs2025, we’re committed to fostering an inclusive and accessible research community: ✅ Reimbursable early registration & visa support ✅ Travel grants & fee waivers to reduce financial barriers ✅ Mentorship & visibility for early-career researchers Learn more: 🔗 lifelong-ml.cc/blogs/3

Excited to announce that Dr. Kevin Murphy @sirbayes.bsky.social will be speaking at #CoLLAs2025! 🎤 A researcher at Google DeepMind, he is a pioneer in probabilistic ML & Bayesian methods. Stay tuned for more details on his talk! 🔗 lifelong-ml.cc

𝗛𝗼𝘄 𝗖𝗼𝗟𝗟𝗔𝘀 𝗥𝗲𝘃𝗶𝗲𝘄𝘀 𝗗𝗶𝗳𝗳𝗲𝗿 𝗳𝗿𝗼𝗺 𝗧𝗿𝗮𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗠𝗟 𝗖𝗼𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲𝘀 With the review process underway, we want to share how we've refined it over the years with improvements like ✅ 𝗧𝘄𝗼-𝘁𝗶𝗲𝗿 𝗿𝗲𝘃𝗶𝗲𝘄𝗲𝗿 𝘀𝘆𝘀𝘁𝗲𝗺 ✅ 𝗖𝗼𝗻𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗮𝗰𝗰𝗲𝗽𝘁𝗮𝗻𝗰𝗲 Learn more about our approach: 🔗 lifelong-ml.cc/blogs/2

⏳ One Day Left! ⏳ The #CoLLAs2025 abstract deadline is tomorrow! 📅 Still on the fence? Checkout the exciting lineup of invited speakers. This is your chance to share your work and connect with top researchers in the field! Submit your abstract today! 📝 🔗 lifelong-ml.cc

📢 Deadline Extension Alert! 📢 Good news! We’re extending the #CoLLAs2025 submission deadlines: 📝 Abstracts: Feb 26, 2025, 23:59 AoE 📄 Papers: Mar 3, 2025, 23:59 AoE More time to refine your work—don't miss this chance to contribute to #lifelong-learning research! 🚀 🔗 lifelong-ml.cc

🚀 Why #LifelongLearning Matters 🚀 Modern ML systems struggle in non-stationary environments, while humans adapt seamlessly. How do we bridge this gap? 📖 Read our latest blog on the vision behind #CoLLAs2025 and the future of lifelong learning research: 🔗 lifelong-ml.cc/blogs/1 #ContinualLearning

⏳5 days until the abstract deadline for #CoLLAs2025! We’re seeking submissions that push the boundaries of non-i.i.d. and non-stationary learning. Share your theories, methods, applications, and benchmarks! 📚 lifelong-ml.cc/Conferences/... #AI #ML #ContinualLearning #LifelongLearning #CFP

🚨 Call for Reviewers! 🚨 Want to contribute to advancing #LifelongLearning research? #CoLLAs2025 is looking for expert reviewers! 📝 Help shape the field by reviewing cutting-edge research in continual and lifelong learning. 🔗 Apply here: forms.gle/z1VFR4FRCbHj... #ContinualLearning

Cxcited to announce that Dr. Vineeth Balasubramanian will be an invited speaker at #CoLLAs2025! A Professor at IIT Hyderabad, his research spans explainability, continual learning, & learning with limited labels. Stay tuned for more details on his talk! 🔗 lifelong-ml.cc

Excited to announce that Dr. George Konidaris will be speaking at #CoLLAs2025! An Associate Professor at Brown University and director of Intelligent Robot Lab, his research focuses on building autonomous robots that learn, plan and adapt. Stay tuned for more details on his talk! 🔗 lifelong-ml.cc

Excited to announce that Dr. Martha White will be an invited speaker at #CoLLAs2025! 🎤 An Associate Professor at the U of Alberta, Canada CIFAR AI Chair, & member of RLAI & Amii, her research focuses on adaptive systems that #continually learn and improve. Stay tuned for more details on her talk!

Excited to announce that Dr. Martha White will be an invited speaker at #CoLLAs2025! 🎤 An Associate Professor at the U of Alberta, Canada CIFAR AI Chair, & member of RLAI & Amii, her research focuses on adaptive systems that #continually learn and improve. Stay tuned for more details on her talk!

Missed the ICML deadline? 😬 Don't worry—science doesn’t run on conference deadlines! Good news: #CoLLAs2025 submissions are still open! 📢 Abstract deadline: Feb 21 (AoE) Submission deadline: Feb 26 (AoE) Take a deep breath, polish that paper, and submit! 🔗 openreview.net/group?id=lif...

🎉✨ Happy New Year! ✨🎉 May your models train continually 🧠🤖, your learning never stagnate 🚀, and your non-stationary environments stay just challenging enough 🌍🔄! Here's to a year of lifelong learning and groundbreaking research. See you at #CoLLAs2025 in Philly this August! 🗓️📍

⏰ 12 weeks until the abstract deadline for #CoLLAs2025! We’re seeking submissions that push the boundaries of non-i.i.d. and non-stationary learning. Share your theories, methods, applications, and benchmarks! 📚 lifelong-ml.cc/Conferences/... #AI #ML #ContinualLearning #LifelongLearning #CFP

📢 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 14, 2025 1/