Publications

Video Representation Learning with Joint-Embedding Predictive Architectures. Drozdov, K., Shwartz-Ziv, R. and LeCun, Y. Preprint, 2024. PDF

Representation Learning With Regularized Energy-Based Models. Drozdov, K. Thesis, 2024. HTML

Variance-Covariance Regularization Improves Representation Learning. Zhu, J., Evtimova, K., Chen, Y., Shwartz-Ziv, R. and LeCun, Y. Preprint, 2023. PDF

Sparse Coding with Multi-Layer Decoders using Variance Regularization. Evtimova, K. and LeCun, Y. Published in Transactions on Machine Learning Research, Aug 2022. PDF CODE

Emergent Communication in a Multi-Modal, Multi-Step Referential Game. Evtimova, K., Drozdov, A., Kiela, D. and Cho, K. Accepted as a poster at ICLR 2018. PDF CODE