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 (2026) Policy search, retrieval, and composition via task similarity in collaborative agentic systems. In The 40th Annual AAAI Conference on Artificial Intelligence; Proceedings of the AAAI Conference on Artificial Intelligence, Singapore, pp.24504-24512, ISBN: 9781577359067. DOI: 10.1609/aaai.v40i29.39633.

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.