19 citations · 19 across the 7 of their papers we have counts for
Showing 2025Show all
2 papers · 1 filter
cs.CL2025
A Benchmark for Procedural Memory Retrieval in Language Agents
Ishant Kohar, Aswanth Krishnan
Current AI agents excel in familiar settings, but fail sharply when faced with novel tasks with unseen vocabularies -- a core limitation of procedural memory systems. We present th…
cs.LG2025
ReflexGrad: Within-Episode Failure Recovery in LLM Agents via Progress-Gated Dual-Process Routing
Ankush Kadu, Aswanth Krishnan
We present ReflexGrad, a dual-process architecture for within-episode failure recovery in LLM agents without demonstrations. When agents commit to a wrong approach early and exhaus…