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cs.LG2026
Escaping Plato's Cave: JAM for Aligning Independently Trained Vision and Language Models
Lauren Hyoseo Yoon, Yisong Yue, Been Kim
Independently trained vision and language models inhabit disjoint representational spaces, shaped by their respective modalities, objectives, and architectures. The Platonic Repres…
cs.LG2025
How many classes do we need to see for novel class discovery?
Akanksha Sarkar, Been Kim, Jennifer J. Sun
Novel class discovery is essential for ML models to adapt to evolving real-world data, with applications ranging from scientific discovery to robotics. However, these datasets cont…