2 papers
cs.AI2026
CI-JEPA: A Counterfactual Analysis of Latent Representations in Joint-Embedding Predictive Architectures for Self-Supervised Learning
Mintu Dutta, Ritesh Vyas, Mohendra Roy *
Self-supervised visual representation learning learns useful features without manual annotations during representation training. The image-based joint-embedding predictive architec…
cs.LG2026
From Alignment to Prediction: A Study of Self-Supervised Learning and Predictive Representation Learning
Mintu Dutta, Ritesh Vyas, Mohendra Roy
Self-supervised learning has emerged as a major technique for the task of learning from unlabeled data, where the current methods mostly revolve around alignment of representations…