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cs.LG2026
Towards Reversible Forgetting: Managing Obsolete Knowledge in Continual Enterprise AI Agents
Nilutpaul Sarker Yash, Tirtho Roy, Ushashi Bhattacharjee
Continual learning has traditionally treated forgetting as a failure, emphasizing preservation of previously acquired knowledge as environments evolve. We argue that this objective…
cs.LG2026
TRAPS: Treatment-Assignment Prediction via Pathway-informed Stratification
Sujoy Banik, Sayantan Chakraborty, Boishakhi Das Toma +4
Cancer treatment involves decisions across multiple clinical outcomes, yet pathway-informed deep learning models are typically evaluated in isolation, making their relative benefit…