LC-JEPA architecture

LC-JEPA: What Pretraining Objectives Keep and Discard

github Changing-look AGN (CLAGN) are quasars that switch spectral type over months to years — direct evidence of an accretion-state transition around a supermassive black hole. They’re rare (~1,000 known) and almost all of them were found by accident, in spectral repeat visits nobody scheduled specifically to catch one. If the transition leaves a signature in the photometry — the light curve alone, no spectrum required — you could search for CLAGN systematically across every quasar a survey has ever imaged, instead of waiting to get lucky.

Pathological Truth Bias in Vision-Language Models

MATS, a behavioral audit for vision language models, identifies systematic failures in spatial consistency and suggests repair paths through activation patching.

Multimodal Learning Spatial Reasoning Mechanistic Interpretability PyTorch