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cs.AI2026
Exploratory and Assimilating Reflection: Reflective Recall Cycle for Long-term Memory
Ganesh Senrayan, Moyuru Yamada, Ishan Jindal +1
LLM-based autonomous agents require external memory to overcome their statelessness and limited context window for long-term interaction and dynamic knowledge reasoning. However, e…
cs.CL2026
From Tokens to Steps: Verification-Aware Speculative Decoding for Efficient Multi-Step Reasoning
Kiran Purohit, Ramasuri Narayanam, Soumyabrata Pal
Speculative decoding (SD) accelerates large language model inference by allowing a lightweight draft model to propose outputs that a stronger target model verifies. However, its to…