2 papers
cs.LG2024
1st-Order Magic: Analysis of Sharpness-Aware Minimization
Nalin Tiwary, Siddarth Aananth
Sharpness-Aware Minimization (SAM) is an optimization technique designed to improve generalization by favoring flatter loss minima. To achieve this, SAM optimizes a modified object…
cs.CL2024
From Context to Action: Analysis of the Impact of State Representation and Context on the Generalization of Multi-Turn Web Navigation Agents
Nalin Tiwary, Vardhan Dongre, Sanil Arun Chawla +2
Recent advancements in Large Language Model (LLM)-based frameworks have extended their capabilities to complex real-world applications, such as interactive web navigation. These sy…