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initialize_past_key_values

Syntologyentry name in harvested coderead from the graph 2026-09-24

initialize_past_key_values appears in the code Syntology harvested for 15 papers, as 10 distinct code bodies found in 15 places (a place is one code body under one paper). At least one of them ran in 10 of the papers; 0 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named initialize_past_key_values do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 6 of the 10 distinct code bodies named initialize_past_key_values; 4 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
3ran · our draft was wrong
0ran · fixture could not drive it
3ran
4unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 4 of the 15 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

15 papers shown of 15, newest first; 15 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 6 papers added by Syntology; 2 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation added by Syntology 2026-06 (from id) SAI-Lab-NYU/DREAM-S/dream_s/model/kv_cache.py 2f5e7feccee982b7 ran no licence file found · pointer only
MoE-Spec: Expert Budgeting for Efficient Speculative Decoding added by Syntology 2026-02 (from id) SafeAILab/EAGLE/eagle/model/kv_cache.py bbfbabefe7ad3955 unverified licence not identified · pointer only
DART: Diffusion-Inspired Speculative Decoding for Fast LLM Inference added by Syntology 2026-01 (from id) fvliang/DART/dart/model/kv_cache.py 9315d4be39a16b19 unverified Apache-2.0 (permissive)
MARS: Unleashing the Power of Speculative Decoding via Margin-Aware Verification added by Syntology 2026-01 (from id) 5SSjw/MARS/mars/model/kv_cache.py bbfbabefe7ad3955 unverified MIT (permissive)
ViSpec: Accelerating Vision-Language Models with Vision-Aware Speculative Decoding added by Syntology 2025-09 (from id) KangJialiang/ViSpec/vispec/model/kv_cache.py 86a9a36211cc9bb5 unverified Apache-2.0 (permissive)
SPECVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning added by Syntology 2025-08 (from id) zju-jiyicheng/SpecVLM/decoding/tree_decoding.py d992d12cd63a20e0 ran · our draft was wrong no licence file found · pointer only
arXiv:2507.22424 2025-07 (from id) PineTreeWss/SpecVLA/openvla/specdecoding/model/kv_cache.py 2fa0d32bf1353ed5 unverified MIT (permissive)
Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding 13 Mar 2025 AMD-AIG-AIMA/Gumiho/gumiho/model/kv_cache.py aadc9c83d7ec2701 ran · our draft was wrong Apache-2.0 (permissive)
SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration 9 Oct 2024 hemingkx/SWIFT/evaluation_llama/inference_swift.py aadc9c83d7ec2701 ran · our draft was wrong Apache-2.0 (permissive)
Clover-2: Accurate Inference for Regressive Lightweight Speculative Decoding 1 Aug 2024 XiaoBin1992/clover/clover/model/kv_cache.py aadc9c83d7ec2701 ran · our draft was wrong Apache-2.0 (permissive)
Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training 25 Jun 2024 wyxstriker/MakeSomeNoiseInference/model/noise_forward.py 56a9074f8ed59e83 ran · our draft was wrong no licence file found · pointer only
Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding 7 Feb 2024 zankner/hydra/hydra/model/kv_cache.py d2d232761fe51ccb ran Apache-2.0 (permissive)
Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads 19 Jan 2024 fasterdecoding/medusa/medusa/model/kv_cache.py 56a9074f8ed59e83 ran · our draft was wrong Apache-2.0 (permissive)
REST: Retrieval-Based Speculative Decoding 14 Nov 2023 fasterdecoding/rest/rest/model/kv_cache.py 3965aca677b30513 ran Apache-2.0 (permissive)
arXiv:2024.naacl-long.88 FasterDecoding/REST/rest/model/kv_cache.py 3965aca677b30513 ran Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections