2 papers
cs.AI2026
SOLAR: A Self-Optimizing Open-Ended Autonomous Agent for Lifelong Learning and Continual Adaptation
Nitin Vetcha, Dianbo Liu
Despite the remarkable success of large language models (LLMs), they still face bottlenecks while deploying in dynamic, real-world settings with primary challenges being concept dr…
cs.AI2026
Towards Infinite Length Extrapolation: A Unified Approach
Nitin Vetcha
Large language models (LLMs) have revolutionized natural language processing, but their ability to process long sequences is fundamentally limited by the context window size during…