2 papers
cs.LG2026
Early Learning Shapes Later Directions Of Representation Change In Continual Learning
Yuantao Deng, Jinnuo Liu, Kaizhen Tan +1
Representations continually change as a network learns new tasks. We ask whether early representational changes naturally form a geometric structure that continues to shape later l…
cs.CV2026
Vision Models Predict Urban Scene Appraisal with Limited Neural Alignment
Kaizhen Tan, Yuantao Deng
Pretrained vision embeddings are widely used to model how people appraise urban scenes, and they are validated almost entirely by how well they predict human ratings. Accurate pred…