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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta
name="description"
content="Explore 312 speculative decoding Method Profiles through Draft Source, Draft Geometry, Verification Fidelity, and Runtime Execution."
>
<meta name="theme-color" content="#17365d">
<meta property="og:type" content="website">
<meta property="og:title" content="Speculative Decoding Method Profiles">
<meta
property="og:description"
content="Filter, inspect, and compare the 312 four-aspect Method Profiles accompanying a systems co-design survey of speculative decoding."
>
<meta name="twitter:card" content="summary">
<title>Speculative Decoding Method Profiles</title>
<link rel="icon" href="assets/favicon.svg" type="image/svg+xml">
<link rel="stylesheet" href="assets/explorer.css">
<script type="module" src="assets/explorer.js"></script>
</head>
<body
data-matrix-source="data/coding_matrix.json"
data-default-sort="date-desc"
data-page-size="25"
>
<a class="skip-link" href="#matrix-results">Skip to Method Profiles</a>
<noscript>
<div class="no-js-notice" role="status">
<div class="page-frame no-js-notice__inner">
<strong>Interactive filtering requires JavaScript.</strong>
<span>
You can still
<a href="README.md">browse the full Method Profiles list</a>.
</span>
</div>
</div>
</noscript>
<header class="site-header" id="site-header">
<div class="page-frame site-header__inner">
<a class="brand" href="./" aria-label="Speculative Decoding Method Profiles home">
<span class="brand-mark" aria-hidden="true">
<span></span>
<span></span>
<span></span>
<span></span>
</span>
<span class="brand-copy">
<span class="brand-copy__title">Speculative Decoding</span>
<span class="brand-copy__subtitle">Method Profiles</span>
</span>
</a>
<nav class="site-nav" aria-label="Primary navigation">
<a href="#taxonomy-landscape">Taxonomy</a>
<a href="#methodology">About</a>
<a href="https://github.com/LifeIsSoSolong/awesome-speculative-decoding/releases/tag/method-profiles-2026-09-19">Snapshot</a>
<a class="site-nav__download" href="#explorer">
Explore profiles
</a>
<a
class="site-nav__icon-link"
href="https://github.com/LifeIsSoSolong/awesome-speculative-decoding"
target="_blank"
rel="noreferrer"
aria-label="Open the project repository on GitHub"
>
GitHub
</a>
</nav>
</div>
</header>
<main>
<section class="hero" id="overview" aria-labelledby="page-title">
<div class="page-frame hero__inner">
<div class="hero__copy">
<p class="eyebrow">Open survey companion</p>
<h1 id="page-title">Explore speculative decoding by mechanism.</h1>
<p class="hero__lede">
Filter and compare Method Profiles across four systems co-design
aspects—without turning the taxonomy into a ranking.
</p>
<p class="hero__paper">
Companion to
<a href="https://doi.org/10.20944/preprints202608.0746.v1">
<cite>From Draft-Then-Verify to Systems Co-Design: A Survey of
Speculative Decoding for Autoregressive Large Language Models</cite>
</a>
</p>
<p class="hero__meta" aria-label="Review summary">
<span><strong id="hero-work-count">312</strong> included works</span>
<span aria-hidden="true">·</span>
<span><strong>19</strong> taxonomy categories</span>
<span aria-hidden="true">·</span>
<span id="hero-date-range">2018–2026</span>
</p>
<div class="hero__snapshot">
<a href="https://github.com/LifeIsSoSolong/awesome-speculative-decoding/releases/tag/method-profiles-2026-09-19">
Fixed snapshot · 19 Sep 2026
</a>
<span>Profiles, evidence and reproducible counts.</span>
<a href="https://github.com/LifeIsSoSolong/awesome-speculative-decoding/releases/download/method-profiles-2026-09-19/Supplementary_Material.zip">
Download ZIP <span aria-hidden="true">↗</span>
</a>
</div>
</div>
<div class="hero__instrument" aria-label="Start exploring Method Profiles">
<form class="search-form" id="matrix-search-form" role="search">
<label for="matrix-search">Search Method Profiles</label>
<div class="search-control">
<span class="search-control__glyph" aria-hidden="true"></span>
<input
id="matrix-search"
name="query"
type="search"
autocomplete="off"
placeholder="Search short name or paper title…"
data-filter-key="query"
>
<button
class="search-control__clear"
id="search-clear"
type="button"
data-action="clear-search"
hidden
>
Clear
</button>
<button class="search-control__submit" type="submit">
Search
</button>
</div>
</form>
<div class="preset-group" aria-labelledby="preset-label">
<span class="preset-group__label" id="preset-label">Research paths</span>
<div class="preset-list" id="preset-list">
<button
class="preset-chip"
type="button"
data-preset="latest"
data-preset-query="sort=date-desc"
>
Latest works
</button>
<button
class="preset-chip"
type="button"
data-preset="2026-tree"
data-preset-query="year=2026&geometry=tree&status=all&sort=date-desc"
>
2026 · Tree
</button>
<button
class="preset-chip"
type="button"
data-preset="distribution-exact"
data-preset-query="verification=distribution-level-exactness&status=all"
>
Distribution-Level Exactness
</button>
<button
class="preset-chip"
type="button"
data-preset="serving-systems"
data-preset-query="runtime=serving-systems&status=all"
>
Serving Systems
</button>
</div>
</div>
</div>
</div>
</section>
<section
class="taxonomy-landscape"
id="taxonomy-landscape"
aria-labelledby="taxonomy-landscape-title"
>
<div class="page-frame">
<div class="section-heading section-heading--landscape">
<div>
<p class="section-kicker">Four-axis lens</p>
<h2 id="taxonomy-landscape-title">A systems co-design landscape</h2>
</div>
<p>
Each work may instantiate more than one category within an
aspect. Select an aspect to move directly to its filters.
</p>
</div>
<div class="axis-landscape" role="group" aria-label="Taxonomy axes">
<button
class="axis-card"
type="button"
data-axis="draftSource"
data-axis-jump="draftSource"
>
<span class="axis-card__index">01</span>
<span class="axis-card__body">
<strong>Draft Source</strong>
<span>Where candidate content originates</span>
</span>
<span class="axis-card__count">7 categories</span>
</button>
<button
class="axis-card"
type="button"
data-axis="draftGeometry"
data-axis-jump="draftGeometry"
>
<span class="axis-card__index">02</span>
<span class="axis-card__body">
<strong>Draft Geometry</strong>
<span>What candidate structure reaches verification</span>
</span>
<span class="axis-card__count">4 categories</span>
</button>
<button
class="axis-card"
type="button"
data-axis="verificationFidelity"
data-axis-jump="verificationFidelity"
>
<span class="axis-card__index">03</span>
<span class="axis-card__body">
<strong>Verification Fidelity</strong>
<span>What correctness or approximation contract is kept</span>
</span>
<span class="axis-card__count">4 categories</span>
</button>
<button
class="axis-card"
type="button"
data-axis="runtimeExecution"
data-axis-jump="runtimeExecution"
>
<span class="axis-card__index">04</span>
<span class="axis-card__body">
<strong>Runtime Execution</strong>
<span>How state, control, serving, and performance connect</span>
</span>
<span class="axis-card__count">4 categories</span>
</button>
</div>
</div>
</section>
<section
class="explorer-section"
id="explorer"
aria-labelledby="explorer-title"
data-explorer-root
>
<div class="page-frame explorer-section__heading">
<div class="section-heading">
<div>
<p class="section-kicker">Method Profiles</p>
<h2 id="explorer-title">Build a taxonomy-guided reading set</h2>
</div>
<p>
Combine aspects with AND; select multiple categories within one
aspect with OR.
</p>
</div>
</div>
<div class="page-frame explorer-layout">
<aside
class="filter-panel"
id="filter-sidebar"
aria-labelledby="filter-sidebar-title"
>
<form id="filter-form" data-filter-form>
<div class="filter-panel__header">
<div>
<p class="filter-panel__eyebrow">Refine corpus</p>
<h3 id="filter-sidebar-title">Filters</h3>
</div>
<button
class="text-button"
id="clear-all-filters"
type="reset"
data-action="clear-all-filters"
>
Clear all
</button>
</div>
<div class="filter-groups" id="filter-groups" data-filter-groups>
<details
class="filter-group"
id="filter-group-year"
data-filter-group="year"
open
>
<summary>
<span>Publication year</span>
<span class="filter-group__summary-count" data-selected-count="year"></span>
</summary>
<fieldset>
<legend class="visually-hidden">Filter by publication year</legend>
<div class="facet-list">
<label class="facet-option" for="year-2026">
<input
id="year-2026"
name="year"
type="checkbox"
value="2026"
data-filter-key="year"
>
<span>2026</span>
<span class="facet-count" data-facet-count="year:2026">105</span>
</label>
<label class="facet-option" for="year-2025">
<input
id="year-2025"
name="year"
type="checkbox"
value="2025"
data-filter-key="year"
>
<span>2025</span>
<span class="facet-count" data-facet-count="year:2025">117</span>
</label>
<label class="facet-option" for="year-2024">
<input
id="year-2024"
name="year"
type="checkbox"
value="2024"
data-filter-key="year"
>
<span>2024</span>
<span class="facet-count" data-facet-count="year:2024">76</span>
</label>
<label class="facet-option" for="year-2023">
<input
id="year-2023"
name="year"
type="checkbox"
value="2023"
data-filter-key="year"
>
<span>2023</span>
<span class="facet-count" data-facet-count="year:2023">11</span>
</label>
<label class="facet-option" for="year-2022">
<input
id="year-2022"
name="year"
type="checkbox"
value="2022"
data-filter-key="year"
>
<span>2022</span>
<span class="facet-count" data-facet-count="year:2022">2</span>
</label>
<label class="facet-option" for="year-2018">
<input
id="year-2018"
name="year"
type="checkbox"
value="2018"
data-filter-key="year"
>
<span>2018</span>
<span class="facet-count" data-facet-count="year:2018">1</span>
</label>
</div>
</fieldset>
</details>
<details
class="filter-group"
id="filter-group-draft-source"
data-filter-group="draftSource"
data-axis="draftSource"
open
>
<summary>
<span>Draft Source</span>
<span
class="filter-group__summary-count"
data-selected-count="draftSource"
></span>
</summary>
<fieldset>
<legend class="visually-hidden">Filter by Draft Source</legend>
<div class="facet-list">
<label class="facet-option" for="source-autoregressive-external">
<input
id="source-autoregressive-external"
name="source"
type="checkbox"
value="autoregressive-external-drafter"
data-filter-axis="draftSource"
data-leaf="autoregressive-external-drafter"
>
<span>Autoregressive External Drafter</span>
<span
class="facet-count"
data-facet-count="draftSource:autoregressive-external-drafter"
></span>
</label>
<label class="facet-option" for="source-semi-autoregressive-external">
<input
id="source-semi-autoregressive-external"
name="source"
type="checkbox"
value="semi-autoregressive-external-drafter"
data-filter-axis="draftSource"
data-leaf="semi-autoregressive-external-drafter"
>
<span>Semi-Autoregressive External Drafter</span>
<span
class="facet-count"
data-facet-count="draftSource:semi-autoregressive-external-drafter"
></span>
</label>
<label class="facet-option" for="source-non-autoregressive-external">
<input
id="source-non-autoregressive-external"
name="source"
type="checkbox"
value="non-autoregressive-external-drafter"
data-filter-axis="draftSource"
data-leaf="non-autoregressive-external-drafter"
>
<span>Non-Autoregressive External Drafter</span>
<span
class="facet-count"
data-facet-count="draftSource:non-autoregressive-external-drafter"
></span>
</label>
<label class="facet-option" for="source-target-path-reuse">
<input
id="source-target-path-reuse"
name="source"
type="checkbox"
value="target-path-reuse"
data-filter-axis="draftSource"
data-leaf="target-path-reuse"
>
<span>Target-Path Execution</span>
<span
class="facet-count"
data-facet-count="draftSource:target-path-reuse"
></span>
</label>
<label class="facet-option" for="source-direct-token-readout">
<input
id="source-direct-token-readout"
name="source"
type="checkbox"
value="direct-token-readout"
data-filter-axis="draftSource"
data-leaf="direct-token-readout"
>
<span>Target-Feature Readout</span>
<span
class="facet-count"
data-facet-count="draftSource:direct-token-readout"
></span>
</label>
<label class="facet-option" for="source-state-evolving">
<input
id="source-state-evolving"
name="source"
type="checkbox"
value="state-evolving-drafter"
data-filter-axis="draftSource"
data-leaf="state-evolving-drafter"
>
<span>Proposal-State Modeling</span>
<span
class="facet-count"
data-facet-count="draftSource:state-evolving-drafter"
></span>
</label>
<label class="facet-option" for="source-context-derived">
<input
id="source-context-derived"
name="source"
type="checkbox"
value="context-derived-nonparametric-source"
data-filter-axis="draftSource"
data-leaf="context-derived-nonparametric-source"
>
<span>Context-Derived Nonparametric Source</span>
<span
class="facet-count"
data-facet-count="draftSource:context-derived-nonparametric-source"
></span>
</label>
<label class="facet-option facet-option--muted" for="source-not-fixed">
<input
id="source-not-fixed"
name="source"
type="checkbox"
value="unclassified"
data-filter-axis="draftSource"
data-leaf="unclassified"
>
<span>No supported assignment</span>
<span
class="facet-count"
data-facet-count="draftSource:unclassified"
></span>
</label>
</div>
</fieldset>
</details>
<details
class="filter-group"
id="filter-group-draft-geometry"
data-filter-group="draftGeometry"
data-axis="draftGeometry"
open
>
<summary>
<span>Draft Geometry</span>
<span
class="filter-group__summary-count"
data-selected-count="draftGeometry"
></span>
</summary>
<fieldset>
<legend class="visually-hidden">Filter by Draft Geometry</legend>
<div class="facet-list">
<label class="facet-option" for="geometry-chain">
<input
id="geometry-chain"
name="geometry"
type="checkbox"
value="chain"
data-filter-axis="draftGeometry"
data-leaf="chain"
>
<span>Chain</span>
<span
class="facet-count"
data-facet-count="draftGeometry:chain"
></span>
</label>
<label class="facet-option" for="geometry-block">
<input
id="geometry-block"
name="geometry"
type="checkbox"
value="block"
data-filter-axis="draftGeometry"
data-leaf="block"
>
<span>Block</span>
<span
class="facet-count"
data-facet-count="draftGeometry:block"
></span>
</label>
<label class="facet-option" for="geometry-tree">
<input
id="geometry-tree"
name="geometry"
type="checkbox"
value="tree"
data-filter-axis="draftGeometry"
data-leaf="tree"
>
<span>Tree</span>
<span
class="facet-count"
data-facet-count="draftGeometry:tree"
></span>
</label>
<label class="facet-option" for="geometry-collection">
<input
id="geometry-collection"
name="geometry"
type="checkbox"
value="collection"
data-filter-axis="draftGeometry"
data-leaf="collection"
>
<span>Collection</span>
<span
class="facet-count"
data-facet-count="draftGeometry:collection"
></span>
</label>
</div>
</fieldset>
</details>
<details
class="filter-group"
id="filter-group-verification-fidelity"
data-filter-group="verificationFidelity"
data-axis="verificationFidelity"
open
>
<summary>
<span>Verification Fidelity</span>
<span
class="filter-group__summary-count"
data-selected-count="verificationFidelity"
></span>
</summary>
<fieldset>
<legend class="visually-hidden">
Filter by Verification Fidelity
</legend>
<div class="facet-list">
<label class="facet-option" for="verification-token">
<input
id="verification-token"
name="verification"
type="checkbox"
value="token-level-exactness"
data-filter-axis="verificationFidelity"
data-leaf="token-level-exactness"
>
<span>Token-Level Exactness</span>
<span
class="facet-count"
data-facet-count="verificationFidelity:token-level-exactness"
></span>
</label>
<label class="facet-option" for="verification-distribution">
<input
id="verification-distribution"
name="verification"
type="checkbox"
value="distribution-level-exactness"
data-filter-axis="verificationFidelity"
data-leaf="distribution-level-exactness"
>
<span>Distribution-Level Exactness</span>
<span
class="facet-count"
data-facet-count="verificationFidelity:distribution-level-exactness"
></span>
</label>
<label class="facet-option" for="verification-bounded">
<input
id="verification-bounded"
name="verification"
type="checkbox"
value="bounded-approximation"
data-filter-axis="verificationFidelity"
data-leaf="bounded-approximation"
>
<span>Bounded Approximation</span>
<span
class="facet-count"
data-facet-count="verificationFidelity:bounded-approximation"
></span>
</label>
<label class="facet-option" for="verification-relaxed">
<input
id="verification-relaxed"
name="verification"
type="checkbox"
value="relaxed-acceptance"
data-filter-axis="verificationFidelity"
data-leaf="relaxed-acceptance"
>
<span>Relaxed Acceptance</span>
<span
class="facet-count"
data-facet-count="verificationFidelity:relaxed-acceptance"
></span>
</label>
<label
class="facet-option facet-option--muted"
for="verification-not-fixed"
>
<input
id="verification-not-fixed"
name="verification"
type="checkbox"
value="unclassified"
data-filter-axis="verificationFidelity"
data-leaf="unclassified"
>
<span>No supported assignment</span>
<span
class="facet-count"
data-facet-count="verificationFidelity:unclassified"
></span>
</label>
</div>
</fieldset>
</details>
<details
class="filter-group"
id="filter-group-runtime-execution"
data-filter-group="runtimeExecution"
data-axis="runtimeExecution"
open
>
<summary>
<span>Runtime Execution</span>
<span
class="filter-group__summary-count"
data-selected-count="runtimeExecution"
></span>
</summary>
<fieldset>
<legend class="visually-hidden">Filter by Runtime Execution</legend>
<div class="facet-list">
<label class="facet-option" for="runtime-state">
<input
id="runtime-state"
name="runtime"
type="checkbox"
value="state-management"
data-filter-axis="runtimeExecution"
data-leaf="state-management"
>
<span>State Management</span>
<span
class="facet-count"
data-facet-count="runtimeExecution:state-management"
></span>
</label>
<label class="facet-option" for="runtime-control">
<input
id="runtime-control"
name="runtime"
type="checkbox"
value="speculation-control"
data-filter-axis="runtimeExecution"
data-leaf="speculation-control"
>
<span>Speculation Control</span>
<span
class="facet-count"
data-facet-count="runtimeExecution:speculation-control"
></span>
</label>
<label class="facet-option" for="runtime-serving">
<input
id="runtime-serving"
name="runtime"
type="checkbox"
value="serving-systems"
data-filter-axis="runtimeExecution"
data-leaf="serving-systems"
>
<span>Serving Systems</span>
<span
class="facet-count"
data-facet-count="runtimeExecution:serving-systems"
></span>
</label>
<label class="facet-option" for="runtime-performance">
<input
id="runtime-performance"
name="runtime"
type="checkbox"
value="performance-analysis"
data-filter-axis="runtimeExecution"
data-leaf="performance-analysis"
>
<span>Performance Analysis</span>
<span
class="facet-count"
data-facet-count="runtimeExecution:performance-analysis"
></span>
</label>
<label class="facet-option facet-option--muted" for="runtime-not-fixed">
<input
id="runtime-not-fixed"
name="runtime"
type="checkbox"
value="unclassified"
data-filter-axis="runtimeExecution"
data-leaf="unclassified"
>
<span>No supported assignment</span>
<span
class="facet-count"
data-facet-count="runtimeExecution:unclassified"
></span>
</label>
</div>
</fieldset>
</details>
<fieldset class="filter-group filter-group--fieldset" data-filter-group="status">
<legend>Contribution role</legend>
<p class="filter-help">
Match a category wherever it appears, or restrict results by
its role in the work.
</p>
<div class="segmented-control" id="role-filter">
<label for="role-any">
<input
id="role-any"
name="status"
type="radio"
value="all"
data-filter-key="status"
checked
>
<span>Any</span>
</label>
<label for="role-core">
<input
id="role-core"
name="status"
type="radio"
value="core"
data-filter-key="status"
>
<span>Core</span>
</label>
<label for="role-inherited">
<input
id="role-inherited"
name="status"
type="radio"
value="inherited"
data-filter-key="status"
>
<span>Inherited</span>
</label>
</div>
</fieldset>
<fieldset
class="filter-group filter-group--fieldset"
data-filter-group="resource"
>
<legend>Available resources</legend>
<div class="facet-list facet-list--resources">
<label class="facet-option" for="resource-code">
<input
id="resource-code"
name="resource"
type="checkbox"
value="code"
data-filter-key="resource"
>
<span>Code repository</span>
<span class="facet-count" data-facet-count="resource:code"></span>
</label>
<label class="facet-option" for="resource-project">
<input
id="resource-project"
name="resource"
type="checkbox"
value="project"
data-filter-key="resource"
>
<span>Project page</span>
<span
class="facet-count"
data-facet-count="resource:project"
></span>
</label>
</div>
</fieldset>
<fieldset
class="filter-group filter-group--fieldset filter-group--advanced"
data-filter-group="match"
>
<legend>Multiple categories in one aspect</legend>
<div class="radio-stack">
<label for="match-any">
<input
id="match-any"
name="match"
type="radio"
value="any"
data-filter-key="match"
checked
>
<span>
<strong>Match any selected category</strong>
<small>Broad discovery within each aspect</small>
</span>
</label>
<label for="match-all">
<input
id="match-all"
name="match"
type="radio"
value="all"
data-filter-key="match"
>
<span>
<strong>Require all selected categories</strong>
<small>Find multi-category profiles</small>
</span>
</label>
</div>
</fieldset>
</div>
</form>
</aside>
<div class="results-pane" id="matrix-results">
<div class="results-toolbar">
<div class="results-toolbar__primary">
<button
class="filter-trigger"
id="open-mobile-filters"
type="button"
data-action="open-mobile-filters"
aria-haspopup="dialog"
aria-controls="mobile-filter-dialog"
>
<span aria-hidden="true" class="filter-trigger__glyph"></span>
Filters
<span class="filter-trigger__count" id="mobile-filter-count" hidden>0</span>
</button>
<div>
<p class="results-count">
<strong id="visible-result-count">312</strong>
<span id="result-count-label">works</span>
</p>
<p
class="query-summary"
id="query-summary"
aria-live="polite"
aria-atomic="true"
>
Showing all Method Profiles
</p>
</div>
</div>
<div class="results-toolbar__controls">
<label class="select-control" for="sort-select">
<span>Sort</span>
<select id="sort-select" name="sort" data-sort-control>
<option value="date-desc">Newest first</option>
<option value="date-asc">Oldest first</option>
<option value="name-asc">Name A–Z</option>
<option value="name-desc">Name Z–A</option>
</select>
</label>
<button
class="icon-button"
id="copy-query-link"
type="button"
data-action="copy-query-link"
aria-label="Copy a link to these results"
title="Copy a link to these results"
>
Copy link
</button>
<button
class="icon-button"
id="export-filtered-results"
type="button"
data-action="export-results"
aria-label="Download all matching works as CSV"
title="Download all matching works as CSV"
>
Export
</button>
</div>
</div>
<div
class="active-filter-region"
id="active-filter-region"
aria-labelledby="active-filter-label"
hidden
>
<span class="active-filter-region__label" id="active-filter-label">
Active filters
</span>
<div
class="active-filter-list"
id="active-filter-list"
data-active-filter-list
></div>
<button
class="text-button"
id="clear-active-filters"
type="button"
data-action="clear-all-filters"