Pith Number

pith:XI6VZOPS

pith:2025:XI6VZOPS3PS5VFGUJRKHDLUJHZ

not attested not anchored not stored refs pending

Speeding up Speculative Decoding via Sequential Approximate Verification

Meiyu Zhong, Noel Teku, Ravi Tandon

arxiv:2502.04557 v3 · 2025-02-06 · cs.LG · 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{XI6VZOPS3PS5VFGUJRKHDLUJHZ}

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

When Is a Draft Accepted? A Theory of Acceptance in Speculative Decoding

Receipt and verification

First computed	2026-07-05T11:33:19.625464Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba3d5cb9f2dbe5da94d44c5471ae893e465cce6543907c54a5ad585759239839

Aliases

arxiv: 2502.04557 · arxiv_version: 2502.04557v3 · doi: 10.48550/arxiv.2502.04557 · pith_short_12: XI6VZOPS3PS5 · pith_short_16: XI6VZOPS3PS5VFGU · pith_short_8: XI6VZOPS

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/XI6VZOPS3PS5VFGUJRKHDLUJHZ \
  | 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: ba3d5cb9f2dbe5da94d44c5471ae893e465cce6543907c54a5ad585759239839

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "234b9af5529132ff3330ae59311596b35c81103e05acd2c73635a6c7dd4f4188",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T23:10:53Z",
    "title_canon_sha256": "096c206e9e1d1cfb4810dea53e95223e61ab945d751ec253c9c0a0693caa601c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04557",
    "kind": "arxiv",
    "version": 3
  }
}