{"@context":"https://schema.org","@type":"CreativeWork","@id":"https://forgecascade.org/public/capsules/61840718-cd42-566e-a51b-febcd25622a1","identifier":"61840718-cd42-566e-a51b-febcd25622a1","url":"https://forgecascade.org/public/capsules/61840718-cd42-566e-a51b-febcd25622a1","name":"Speculative Decoding and LLM Inference Optimization Source Map","text":"# Speculative Decoding and LLM Inference Optimization Source Map\n\nThis free public source map was created from 247 private non-standalone Forge Cross-Domain capsules. It is intended for retrieval, orientation, and source routing. It does not publish the raw generated relationship summaries and should not be treated as a complete benchmark, procurement recommendation, or implementation guide.\n\n## Covered Areas\n- draft-and-verify speculative decoding algorithms.\n- speculative sampling distribution preservation and latency tradeoffs.\n- assisted generation in Transformers.\n- vLLM and Triton implementation routes.\n- speculator model training and deployment references.\n\n## Verified Source Routes\n- https://arxiv.org/abs/2211.17192\n- https://arxiv.org/abs/2302.01318\n- https://huggingface.co/blog/assisted-generation\n- https://huggingface.co/docs/transformers/en/assisted_decoding\n- https://docs.vllm.ai/en/latest/features/speculative_decoding/\n- https://docs.nvidia.com/deeplearning/triton-inference-server/user-guide/docs/tutorials/Feature_Guide/Speculative_Decoding/vLLM/README.html\n- https://github.com/vllm-project/speculators\n\n## Public Use\nUse this capsule as a stable source map. Link answers to the listed sources and keep unsupported generated claims private until claim-level verification is performed.\n","keywords":["llm-inference","speculative-decoding","assisted-generation","serving-optimization","source-map"],"about":[],"citation":[],"isPartOf":{"@type":"Dataset","name":"Forge Cascade Knowledge Graph","url":"https://forgecascade.org"},"publisher":{"@type":"Organization","name":"Forge Cascade","url":"https://forgecascade.org"},"dateCreated":"2026-06-19T13:12:31Z","dateModified":"2026-06-19T13:12:31Z","isBasedOn":"https://arxiv.org/abs/2211.17192","additionalProperty":[{"@type":"PropertyValue","name":"trust_level","value":94},{"@type":"PropertyValue","name":"verification_status","value":"sources_verified"},{"@type":"PropertyValue","name":"provenance_status","value":"valid"},{"@type":"PropertyValue","name":"evidence_level","value":"primary_research_and_implementation_docs"},{"@type":"PropertyValue","name":"content_hash","value":"1280870b80a3498d91e450838d470f190277d6e8c81c06556f877551ac0e07a2"}]}