[Call-for-Participation] Fourth Conference on Lifelong Learning Agents (CoLLAs) 2025
Guansong Pang
Fourth Conference on Lifelong Learning Agents (CoLLAs), 2025
Aug 11, 2025 - Aug 14, 2025
The Conference on Lifelong Learning Agents (CoLLAs) is an annual gathering of researchers to exchange ideas on advancing machine learning toward systems that can continually learn throughout their lifetime, become increasingly knowledgeable and capable, and perform well in complex non-stationary environments.
Traditional machine learning has largely relied on the assumption that data samples are i.i.d., which emphasizes optimizing test performance within a single task. While this approach has been highly influential, it limits further progress. One of the defining traits of human intelligence is the ability to learn continually and adaptively. In recent years, attention has shifted to alternative paradigms that embrace continual learning under non-i.i.d. and non-stationary settings and move away from a single fixed objective.
We invite you to attend CoLLAs 2025, the 4th edition of CoLLAs, which will be held at the University of Pennsylvania in Philadelphia, USA. It will be featured by a lineup of seven exciting talks from the following leading industry and academic researchers, and many oral presentations, tutorials, and workshop discussions from our authors as well.
Vineeth Balasubramanian
Indian Institute of Technology
Hyderabad
Stephanie Chan
Google Deepmind
Andras Gyorgy
Google Deepmind
George Konidaris
Brown University
Cristina Savin
New York University
Martha White
University of Alberta
Qiang Yang
WeBank AI
Hong Kong University of Science and Technology
We look forward to seeing you in Philadelphia, USA.