mosaic
Constrained Decoding for Diffusion Language Models via Efficient Inference over Finite Automata (NeurIPS 2026)
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Details
- External ID
- 1401282612
- Source
- GITHUB
- Company
- —
- Product
- mosaic
- Website domain
- github.com
- Launched
- Oct. 2, 2026
- Cohort
- —
- Upvotes
- 12
- Upvotes percentile
- 0.25039042165538783
- Tags
- constrained-decoding, diffusion-language-models, diffusion-models, finite-automaton, function-calling, jev, jevbench, sglang, vllm
- Fetched at
- Oct. 6, 2026, 5:02 p.m.
- Updated at
- Oct. 6, 2026, 5:02 p.m.
Enrichment
- Niche
- local AI inference and runtimes
- Vertical
- Horizontal
- Function
- Model & infra
- Audience
- Developer
- AI stance
- AI-native
- Project type
- Hobby / open-source project
- Normalized one-liner
- constrained decoding library for diffusion language models
- Manually corrected
- False
Could you build this?
No This is an academic research implementation for constrained decoding in diffusion language models via finite automata accepted to NeurIPS.
What it would actually take: Requires deep research expertise in diffusion language modeling, formal language theory (FSM/DFA compilation), and custom GPU kernel acceleration (e.g. PyTorch/Triton) for non-autoregressive decoding constraints. A solo vibe-coder cannot innovate novel machine learning decoding theory or optimize non-autoregressive language models without deep scientific expertise.
Competitors
Other products that read as similar to this one — 1263 launches clear the similarity bar, closest 8 shown.
Attention rank: #870 of 1264 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 337 days after the earliest competitor.
- dlm-mmd · github · 2026-10-06 · 12 upvotes · similarity 0.68
- HC-DLM · github · 2026-09-29 · 53 upvotes · similarity 0.66
- nanospec · github · 2026-09-16 · 8 upvotes · similarity 0.63
- "Be horse." · hn · 2026-04-30 · 10 upvotes · similarity 0.63
- djev · github · 2026-09-21 · 84 upvotes · similarity 0.57
- composimplex · github · 2026-09-28 · 16 upvotes · similarity 0.57
- tarski · github · 2026-09-28 · 25 upvotes · similarity 0.56
- EvoVLM · github · 2026-10-02 · 475 upvotes · similarity 0.56
Other launches for this product
- No other launches for this product.
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