2 papers
cs.LG2025
Zero loss guarantees and explicit minimizers for generic overparametrized Deep Learning networks
Thomas Chen, Andrew G. Moore
We determine sufficient conditions for overparametrized deep learning (DL) networks to guarantee the attainability of zero loss in the context of supervised learning, for the $\mat…
cs.MA2025
Learning Symbolic Task Decompositions for Multi-Agent Teams
Ameesh Shah, Niklas Lauffer, Thomas Chen +2
One approach for improving sample efficiency in cooperative multi-agent learning is to decompose overall tasks into sub-tasks that can be assigned to individual agents. We study th…