88 citations · 715 across the 43 of their papers we have counts for
3 papers · 1 filter
Semigroup-JEPA: Latent Dynamics Consistency for Zero-Shot Physics Generalization
Andy Zeyi Liu, Haoran Sun, Lucas Baker +2
Joint-Embedding Predictive Architecture (JEPA) world models learn a compact latent representation of the world that supports prediction and planning, but their capability to learn…
Assign and Add: A Mechanistic Study of Compositional Arithmetic
Brady Exoo, Alberto Bietti, John Sous
Large language models are able to compose skills in order to perform complex tasks, many of which might not have been seen during training. The details of how exactly this composit…
Memory Inception: Latent-Space KV Cache Manipulation for Steering LLMs
Andy Zeyi Liu, Michael Zhang, Ilana Greenberg +3
Steering large language models (LLMs) is usually done by either instruction prompting or activation steering. Prompting often gives strong control, but caches guidance tokens at ev…