joint-embedding

Reliable, minimal and scalable library for pretraining foundation and world models

[CVPR 2026] FLAC: Few-Shot Acoustic Synthesis with Flow Matching. FLAC enables RIR generation in novel scenes using only one-shot acoustic observation. The repository also provides AGREE, a joint embedding space for RIRs and room geometry, designed to evaluate the geometric consistency of RIR synthesis models.

This repository contains my research internship code at the University of Illinois Chicago under the supervision of Prof. Pedram Rooshenas.

A PyTorch implementation of a Hierarchical Joint-Embedding Predictive Language Model (H-JEPA-LM) featuring action conditioning and latent-space world model planning.

A simple and efficient implementation of Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture (I-JEPA)

This repository contains the implementations of our experiments and our approach presented in the paper: CoNCRA: A Convolutional Neural Network Code Retrieval Approach

Demo for Binding Text, Images, Graphs, and Audio for Music Representation Learning

Code and Models for Binding Text, Images, Graphs, and Audio for Music Representation Learning

A hands-on lab for reproducing representation collapse and preventing it with Barlow Twins and VICReg.

Study fork of Meta VJEPA2 — self-supervised video representation learning via joint embedding predictive architecture, with notes on video masking strategy, predictor design, and downstream evaluation.