Recipe adapts pretrained autoregressive image models to any token order
On LlamaGen and RAR, the method beat MaskGIT inpainting FID 6.21 to 10.44 at 13-33% extra compute.
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Stories tagged #autoregressive-models
Block diffusion trades speed for accuracy on longitudinal EHR data
On MIMIC-IV, a block size of 8 evaluates about 1.43 times faster, while linear probes nearly match autoregressive models.
CoRAL pairs a diffusion planner with an autoregressive executor
A diffusion planner drafts K parallel reasoning paths; a large autoregressive model selects one and writes the answer.
Modality-Autoregressive World-Action Models
ModAR autoregressively denoises multiple future modalities (point tracks, DINO features, depth) before predicting actions, beating prior world-action models at all data scales.
PhysStream: Streaming Physics-Grounded Video Generation with Structured Scene Memory and Fine-Grained Motion Control
PhysStream enables mid-generation interactive control of physics-grounded video via structured scene memory and velocity-increment signals, reducing motion distribution distance 33%.
Mask Forcing: Improving Autoregressive Video Diffusion Distillation via Dual-Noise Masking Rollout
Researchers propose Mask Forcing, a dual-noise masking rollout that mitigates mode collapse in autoregressive video diffusion distillation.