2 papers
cs.LG2025
Eidetic Learning: an Efficient and Provable Solution to Catastrophic Forgetting
Nicholas Dronen, Randall Balestriero
Catastrophic forgetting -- the phenomenon of a neural network learning a task t1 and losing the ability to perform it after being trained on some other task t2 -- is a long-standin…
cs.CL2024
SetLexSem Challenge: Using Set Operations to Evaluate the Lexical and Semantic Robustness of Language Models
Bardiya Akhbari, Manish Gawali, Nicholas A. Dronen
Set theory is foundational to mathematics and, when sets are finite, to reasoning about the world. An intelligent system should perform set operations consistently, regardless of s…