2 papers
cs.LG2026
SPARLING: Learning Latent Representations with Extremely Sparse Activations
Kavi Gupta, Osbert Bastani, Armando Solar-Lezama
Real-world processes often contain intermediate state that can be modeled as an extremely sparse activation tensor. In this work, we analyze the identifiability of such sparse and…
cs.LG2025
Randomly Sampled Language Reasoning Problems Elucidate Limitations of In-Context Learning
Kavi Gupta, Kate Sanders, Armando Solar-Lezama
While LLMs have revolutionized the field of machine learning due to their high performance on a strikingly wide range of problems, they are also known to hallucinate false answers…