3 papers
cs.AI2025
Learning API Functionality from In-Context Demonstrations for Tool-based Agents
Bhrij Patel, Ashish Jagmohan, Aditya Vempaty
Digital tool-based agents, powered by Large Language Models (LLMs), that invoke external Application Programming Interfaces (APIs) often rely on documentation to understand API fun…
cs.AI2025
Reflection-Based Memory For Web navigation Agents
Ruhana Azam, Aditya Vempaty, Ashish Jagmohan
Web navigation agents have made significant progress, yet current systems operate with no memory of past experiences -- leading to repeated mistakes and an inability to learn from…
cs.AI2024
Multimodal Auto Validation For Self-Refinement in Web Agents
Ruhana Azam, Tamer Abuelsaad, Aditya Vempaty +1
As our world digitizes, web agents that can automate complex and monotonous tasks are becoming essential in streamlining workflows. This paper introduces an approach to improving w…