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cs.LG2026
A Mathematical Theory of the Jacobian Lens
Mitchell Ostrow, Daoyuan Qian, Toni Liu +1
Recent work from Anthropic introduced a new interpretability tool, called the Jacobian lens (J-lens, Gurnee et al., 2026). This method identified linear directions in the hidden st…
cs.LG2025
Compositional Generalization via Forced Rendering of Disentangled Latents
Qiyao Liang, Daoyuan Qian, Liu Ziyin +1
Composition-the ability to generate myriad variations from finite means-is believed to underlie powerful generalization. However, compositional generalization remains a key challen…