Pith Number

pith:MJMZRDQT

pith:2024:MJMZRDQTSC5MLBCXSOOFISENVG

not attested not anchored not stored refs pending

Multi-Draft Speculative Sampling: Canonical Decomposition and Theoretical Limits

Arash Behboodi, Ashish Khisti, Christos Louizos, Hassan Dbouk, M.Reza Ebrahimi, Roland Memisevic

arxiv:2410.18234 v2 · 2024-10-23 · cs.CL · cs.DC · cs.IT · cs.LG · math.IT

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MJMZRDQTSC5MLBCXSOOFISENVG}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Multi-Marginal Couplings for Metropolis-Hastings

Receipt and verification

First computed	2026-07-05T11:00:25.532706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6259988e1390bac58457939c54488da9b8e14daf7012270fb7b268d8547770ab

Aliases

arxiv: 2410.18234 · arxiv_version: 2410.18234v2 · doi: 10.48550/arxiv.2410.18234 · pith_short_12: MJMZRDQTSC5M · pith_short_16: MJMZRDQTSC5MLBCX · pith_short_8: MJMZRDQT

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MJMZRDQTSC5MLBCXSOOFISENVG \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 6259988e1390bac58457939c54488da9b8e14daf7012270fb7b268d8547770ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab2a55cc4dd2c41d3ff4ab55d40ce0364bd10c904d573eec2850284ef654c6cb",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-23T19:28:34Z",
    "title_canon_sha256": "c92c21b36b80c226e18bb48f65aad4128261c0e91acc5eb8e3ad8b5038d2f790"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.18234",
    "kind": "arxiv",
    "version": 2
  }
}