technique
Continuous-Time Consistency Models
techniqueactive
continuous-time-consistency-models-94fd69bd·1 events·first seen 28d agoAliases: Continuous-Time Consistency Models
Co-occurring entities
More like this (12)
Latent Consistency Modelscontinuous diffusion language modelDynamic-Probabilistic Consistency GapTime Series Foundation Modelsconsistency trainingDiffusion Modelsopen-checkpoint modelsChain-of-Thought Self-Consistencystate space modelConsistency Training Can Entrench MisalignmentBeyond Uniform Tokens: Adaptive Compression for Time Series Language ModelsGeometry of Semantic Space: Comparative Study of Discrete and Continuous Models
Recent events (1)
Simplifying, Stabilizing, and Scaling Continuous-Time Consistency Models
OpenAI has published research advancing continuous-time consistency models (sCMs), achieving sample quality comparable to leading diffusion models while requiring only two sampling steps. The work addresses prior instability and complexity issues in consistency model training. This represents a significant efficiency improvement for generative image synthesis, potentially enabling faster inference pipelines.