Pith Number

pith:53SQAMVS

pith:2025:53SQAMVSTF2VJW32VXTLWJLKLL

not attested not anchored not stored refs pending

Towards Optimal Multi-draft Speculative Decoding

Dinesh Manocha, Heng Huang, Ryan A. Rossi, Tong Zheng, Vignesh Viswanathan, Yihan Wu, Zhengmian Hu, Ziyi Chen

arxiv:2502.18779 v1 · 2025-02-26 · cs.CL · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53SQAMVSTF2VJW32VXTLWJLKLL}

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.

Receipt and verification

First computed	2026-07-05T10:20:21.362708Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eee50032b2997554db7aade6bb256a5ac8bf9d51369d8da38bb1761b73a6c79d

Aliases

arxiv: 2502.18779 · arxiv_version: 2502.18779v1 · doi: 10.48550/arxiv.2502.18779 · pith_short_12: 53SQAMVSTF2V · pith_short_16: 53SQAMVSTF2VJW32 · pith_short_8: 53SQAMVS

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/53SQAMVSTF2VJW32VXTLWJLKLL \
  | 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: eee50032b2997554db7aade6bb256a5ac8bf9d51369d8da38bb1761b73a6c79d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2605238353f83cc96f607c203afa5a4a2aff3e02a672468c27f7769b6fd4f4af",
    "cross_cats_sorted": [
      "cs.DS"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-26T03:22:44Z",
    "title_canon_sha256": "e245779392c72fb0d2d8afbe6c60611461ebdc2bc5abb26fd1a9abd16312c8b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18779",
    "kind": "arxiv",
    "version": 1
  }
}