2 papers
cs.LG2026
Same Luck, Different Choice: Twin-World Credit Assignment for Agentic Reinforcement Learning
Zeropy Surio, Tobias Engel, Mei-Lin Chou +2
Agentic reinforcement learning rewards a complete episode, yet the policy needs credit for every decision inside it. Counterfactual branching estimates this credit by re-running th…
cs.LG2026
SPARCL: Spectral Partitioned Analytic Continual Learning
James Hartley, Zeropy Surio, Daniel Whitmore +2
Analytic continual learning has emerged as a strong exemplar-free alternative to gradient-based class-incremental learning because it replaces iterative optimization with closed-fo…