Overview
The Fourth Conference on Lifelong Learning Agents (CoLLAs) is set to take place from August 11 to August 14, 2025, at the University of Pennsylvania in Philadelphia, USA. This annual event serves as a platform for researchers to share insights and advancements in machine learning, particularly focusing on systems that can learn continuously throughout their lifetime. The conference aims to foster discussions on how to enhance machine learning methodologies to perform effectively in complex and non-stationary environments.
Background & Relevance
The field of machine learning has traditionally operated under the assumption that data samples are independent and identically distributed (i.i.d.). This perspective has been instrumental in optimizing performance for specific tasks but has also imposed limitations on the evolution of learning systems. In contrast, human intelligence exemplifies the ability to learn and adapt over time, which is a critical area of focus for contemporary research. The shift towards continual learning paradigms is essential for developing AI systems that can thrive in dynamic settings, making this conference particularly relevant for researchers and practitioners in the field.
Key Details
- Conference Dates: August 11-14, 2025
- Location: University of Pennsylvania, Philadelphia, USA
- Featured Speakers:
- 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
- Activities: Keynote talks, oral presentations, tutorials, and workshops
- Website: CoLLAs 2025
Eligibility & Participation
CoLLAs 2025 invites participation from researchers, practitioners, and students interested in lifelong learning and machine learning. The conference aims to bring together a diverse group of individuals to discuss and explore the latest advancements in the field.
Submission or Application Guidelines
Details regarding submission guidelines and participation will be available on the conference website. Participants are encouraged to check the site for updates on registration and submission processes as the event date approaches.
More Information
The Fourth Conference on Lifelong Learning Agents is a pivotal event in the AI/ML community, focusing on the evolution of learning systems that can adapt and thrive in changing environments. This conference not only highlights the latest research but also provides an opportunity for networking and collaboration among leading experts in the field. The discussions and presentations at CoLLAs 2025 will contribute significantly to the ongoing dialogue about the future of machine learning and its applications.
Conclusion
As the field of AI continues to grow, conferences like CoLLAs 2025 play a crucial role in shaping the future of lifelong learning in machine learning. Researchers and practitioners are encouraged to participate, share their insights, and engage with the community. Mark your calendars for this important event in Philadelphia and stay tuned for more information on how to get involved.
Category: Conferences & Workshops
Tags: lifelong learning, machine learning, non-stationary environments, AI research, reinforcement learning, University of Pennsylvania, CoLLAs, adaptive learning, data science, tutorials, workshops, academic conferences, AI applications
