Papers I'm thinking about lately (all of my papers)
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The Platonic Representation Hypothesis
Minyoung Huh*, Brian Cheung*, Tongzhou Wang*, Phillip Isola*, ICML 2024 Oral
TLDR: As all models continue to improve, the representations they use are converging.
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Words That Make Language Models Perceive
Sophie L. Wang, Phillip Isola, Brian Cheung, arXiv 2025
TLDR: Asking the model to 'see' or 'hear' can push a purely text-trained language model towards the representations of purely image-trained or purely-audio trained encoders.
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What if Eye...? Computationally Recreating Vision Evolution
Kushagra Tiwary*, Aaron Young*, Zaid Tasneem, Tzofi Klinghoffer, Akshat Dave, Tomaso Poggio, Dan-Eric Nilsson, Brian Cheung**, Ramesh Raskar**
TLDR: We trained an eyeball. Lensed eyes, scaling laws and more emerge from our simulation of visual evolution.