The workshop will be held on December 12th, 1:35pm-5:05pm (IST time).
The program has changed: the workshop starts at 1:35pm, and the invited talk of Joseph K J has been moved to 1:45pm.
The workshop includes 4 invited talks. The talks will cover several topics ranging from lifelong learning in reinforcement learning, to Bayesian and generative models, and applications to computer vision. We also have a 30 minute discussion for the speakers, organisers, and attendees to discuss possible ways to boost research on this topic. One main topic to discuss will be to increase organisation of similar events at the other ML conferences, focusing primarily on Asian researchers.
Accepted papers can be found on OpenReview.
For post-workshop discussions and community building, please join us at Slack.
|1:35-1:45||Introduction (Chair: Siddharth Swaroop)|
|1:45-2:10||Invited talk I (Chair: Siddharth Swaroop)||Joseph K J (Adobe Research, Bangalore, India)||Knowing What We Don’t Know Is Important: Towards Open World Models|
|2:10-2:35||Invited talk II (Chair: Siddharth Swaroop)||Balaraman Ravindran (Professor of Computer Science, IIT Madras, India)||Towards Continual Hierarchical Reinforcement Learning|
|2:35-3:00||Invited talk III (Chair: Martin Mundt)||Thang D Bui (Assistant Professor, Australian National University, Australia)||Variational Autoregressive Gaussian Processes for Continual Learning|
|3-3:30||Break and poster session|
|3:30-4||Contributed talks||• Diganta Misra
• Manisha Dubey
• Prakhar Verma
• Param Rajpura
• Surbhi Agarwal and Shadab Khan
|• APP: Anytime Progressive Pruning
• Continual Learning for Time-to-Event Modeling
• Sequential Learning in GPs with Memory and Bayesian Leverage Score
• Continual Learning for EEG based Brain Computer Interfaces
• Lifelong Language Learning with Adapter based Transformers
|4-4:25||Invited talk IV (Chair: Martin Mundt)||Jonghyun Choi (Associate Professor, Yonsei University, South Korea)||Continual Learning in Practical Scenarios|
|4:25-4:55||Discussion on community building (Moderator: Emtiyaz Khan)|
|4:55-5:05||Conclusion to workshop|
|5:05pm||End of workshop|