Journal Articles

Soltoggio, A, Ben-Iwhiwhu, E, Braverman, V, Eaton, E, Epstein, B, Ge, Y, Halperin, L, How, J, Itti, L, Jacobs, MA, Kantharaju, P, Le, L, Lee, S, Liu, X, Monteiro, ST, Musliner, D, Nath, S, Panda, P, Peridis, C, Pirsiavash, H, Parekh, V, Roy, K, Shperberg, S, Siegelmann, HT, Stone, P, Vedder, K, Wu, J, Yang, L, Zheng, G, Kolouri, S (2024) A collective AI via lifelong learning and sharing at the edge, Nature Machine Intelligence, 6(3), pp.251-264, DOI: 10.1038/s42256-024-00800-2.

Conferences

Nath, S, Peridis, C, Benjamin, E, Liu, X, Kolouri, S, Kinnell, P, Li, Z, Liu, C, Dora, S, Soltoggio, A (2025) Policy search, retrieval, and composition via task similarity in collaborative agentic systems. In The 40th Annual AAAI Conference on Artificial Intelligence, Singapore.

Dick, J, Nath, S, Peridis, C, Benjamin, E, Kolouri, S, Soltoggio, A (2024) Statistical context detection for deep lifelong reinforcement learning. In Conference on Lifelong Learning Agents (CoLLAs) 2024, Pisa, Italy.

Nath, S, Peridis, C, Ben-Iwhiwhu, E, Liu, X, Dora, S, Liu, C, Kolouri, S, Soltoggio, A (2023) Sharing lifelong reinforcement learning knowledge via modulating masks. In Chandar, S, Pascanu, R, Sedghi, H, Precup, D (ed) Second Conference on Lifelong Learning Agents (CoLLAs 2023); Proceedings of the 2nd Conference on Lifelong Learning Agents (CoLLAs 2023), Montreal, Canada, pp.936-960.