Let It Go or Learn to Self-Correct: Continuous Diffusion for Constrained Discrete Tasks
Denoising Diffusion Probabilistic Models (DDPMs) generate samples by starting from noise and repeatedly denoising while keeping each update close to the current noisy state. This behavior is effective in many continuous domains, but its role is less clear for globally constrained discrete tasks, such as Sudoku, graph connectivity, Latin squares, and N-queens. In such settings, early discrete errors can be difficult to undo. As a result, standard diffusion sampling may preserve early mistakes, even when the model's clean predictions are informative. We compare standard samplers to sampling dire
Lineage graph
Paper → model → repo connections mined from source citations (Tier-1 exact match).
Why these links exist
Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-3.5-large →
“Fuzzy title match (0.73): “Let It Go or Learn to Self-Correct: Continuous Diffusion for” ≈ “stabilityai/stable-diffusion-3.5-large””
- FuzzySimilar title/name (fuzzy) · 59%stabilityai/stable-diffusion-xl-base-1.0 →
“Fuzzy title match (0.73): “Let It Go or Learn to Self-Correct: Continuous Diffusion for” ≈ “stabilityai/stable-diffusion-xl-base-1.0””
- FuzzySimilar title/name (fuzzy) · 59%CompVis/stable-diffusion-v1-4 →
“Fuzzy title match (0.73): “Let It Go or Learn to Self-Correct: Continuous Diffusion for” ≈ “CompVis/stable-diffusion-v1-4””
- PossiblePossibly related (embedding) · 25%lucidrains/denoising-diffusion-pytorch →
“Possibly related via embedding similarity 0.55 (not asserted). Timestamp check: artifact slightly before paper (-7d).”
- PossiblePossibly related (embedding) · 60%Diffusion →
- PossiblePossibly related (embedding) · 47%Bringing Nunchaku 4-bit Diffusion Inference to Diffusers →
- PossiblePossibly related (embedding) · 47%Continuous Diffusion Language Models (CDLM's) →
- FuzzyOverlapping authors or contributors · 62%open-webui/open-webui →
“Shared author/contributor keys: nguyen”