Pith Number

pith:MST33XZP

pith:2023:MST33XZPVM73JX7PMMV3IOYS42

not attested not anchored not stored refs pending

SpecTr: Fast Speculative Decoding via Optimal Transport

Ahmad Beirami, Ananda Theertha Suresh, Felix Yu, Himanshu Jain, Jae Hun Ro, Ziteng Sun

arxiv:2310.15141 v2 · 2023-10-23 · cs.LG · cs.CL · cs.DS · cs.IT · 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{MST33XZPVM73JX7PMMV3IOYS42}

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

4 papers in Pith

Trees from Marginals: Autoregressive drafting with factorized priors

A Survey on Efficient Inference for Large Language Models

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Multi-Drafter Speculative Decoding with Alignment Feedback

Receipt and verification

First computed	2026-07-05T07:34:51.785221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64a7bddf2fab3fb4dfef632bb43b12e68743dbfd3237570b2267b1e46294dd0f

Aliases

arxiv: 2310.15141 · arxiv_version: 2310.15141v2 · doi: 10.48550/arxiv.2310.15141 · pith_short_12: MST33XZPVM73 · pith_short_16: MST33XZPVM73JX7P · pith_short_8: MST33XZP

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/MST33XZPVM73JX7PMMV3IOYS42 \
  | 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: 64a7bddf2fab3fb4dfef632bb43b12e68743dbfd3237570b2267b1e46294dd0f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "276cedeb1cbb82b584c97005c728727a7b27b3f8ffb66f1b6d42130950705582",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DS",
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-23T17:47:34Z",
    "title_canon_sha256": "1f0e304eb6d84d8bc36f3be5a80f1554898de91c83a2a0bc5982d3a03426eec6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.15141",
    "kind": "arxiv",
    "version": 2
  }
}