3 papers
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.SE2026
Beyond Isolated Tasks: A Framework for Evaluating Coding Agents on Sequential Software Evolution
KN Ajay Shastry, Ganesh Senrayan, Shrey Satapara +2
Existing datasets for coding agents evaluate performance on isolated, single pull request (PR) tasks in a stateless manner, failing to capture the reality of real-world software de…
cs.CL2025
Multilinguality in LLM-Designed Reward Functions for Restless Bandits: Effects on Task Performance and Fairness
Ambreesh Parthasarathy, Chandrasekar Subramanian, Ganesh Senrayan +4
Restless Multi-Armed Bandits (RMABs) have been successfully applied to resource allocation problems in a variety of settings, including public health. With the rapid development of…