home research people contact donate

All topics

Concept Learning

Acquiring and composing concepts from few examples.

Papers

Continual Visual and Verbal Learning Through a Child's Egocentric Input

Continual Visual and Verbal Learning Through a Child's Egocentric Input

Xavier (Xiaoyang) Jiang, Yanlai Yang, Kenneth A. Norman, Brenden Lake, and Mengye Ren

Seeking the Unfamiliar but Memorable: Conceptual Creativity as Meta-Learning

Seeking the Unfamiliar but Memorable: Conceptual Creativity as Meta-Learning

Discrete JEPA: Learning Discrete Token Representations without Reconstruction

Discrete JEPA: Learning Discrete Token Representations without Reconstruction

Junyeob Baek, Hosung Lee, Chris Hoang, Mengye Ren, and Sungjin Ahn

ProCreate, Don't Reproduce! Propulsive Energy Diffusion for Creative Generation

ProCreate, Don't Reproduce! Propulsive Energy Diffusion for Creative Generation

Jack Lu, Ryan Teehan, and Mengye Ren

CoLLEGe: Concept Embedding Generation for Large Language Models

CoLLEGe: Concept Embedding Generation for Large Language Models

Ryan Teehan, Brenden M. Lake, and Mengye Ren