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cs.AI2026
RAPID: Reliability-Aware Pair Importance Distillation
Ali Mahdavi, Azadeh Zamanifar, Amirfarhad Farhadi +1
Inter example relational distillation transfers a teacher's representation geometry by matching relations among examples within a mini batch. Computing all pairs has quadratic comp…
cs.AI2026
Memory Reward Inflation in Self-Improving LLM Agents
Mohammad Asadolahi, Amir Amini, Samira Talebi +2
Self-improving LLM agents increasingly learn from experience without updating any weights. Each episode is stored in an external memory, scored, and retrieved for similar future ta…