GitHub

VAR: a new visual generation method elevates GPT-style models beyond diffusion & Scaling laws observed

🕹️ Try and Play with VAR! We provide a demo website for you to play with VAR models and generate images interactively. Enjoy the fun of visual autoregressive modeling! We provide a demo website for ...
IEEE

The Role of Vector AutoRegressive Modeling in Subspace Identification

Abstract: Some subspace procedures make use, directly or indirectly, of Vector AutoRegressive with eXogenous inputs (VARX) models in a preliminary step. This was first noticed for the CCA method; more ...
GitHub

FAR: Frame Autoregressive Model for Both Short- and Long-Context Video Modeling

🔥 FAR leverages clean visual context without additional image-to-video fine-tuning: Unconditional pretraining on UCF-101 achieves state-of-the-art results in both video generation (context frame = 0) ...
IEEE

An Online Strategy for Nonlinear Vector Autoregression

Abstract: Nonlinear vector autoregression (NVAR), as an effective alternative to traditional reservoir computing (RC), has garnered significant attention in the field of time series prediction in ...