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cs.LG2024
Enhancing JEPAs with Spatial Conditioning: Robust and Efficient Representation Learning
Etai Littwin, Vimal Thilak, Anand Gopalakrishnan
Image-based Joint-Embedding Predictive Architecture (IJEPA) offers an attractive alternative to Masked Autoencoder (MAE) for representation learning using the Masked Image Modeling…
cs.LG2024
Recurrent Complex-Weighted Autoencoders for Unsupervised Object Discovery
Anand Gopalakrishnan, Aleksandar Stanić, Jürgen Schmidhuber +1
Current state-of-the-art synchrony-based models encode object bindings with complex-valued activations and compute with real-valued weights in feedforward architectures. We argue f…