Pith Number

pith:5BCOFNCM

pith:2025:5BCOFNCMOWFTONFBVS5PZPW5EM

not attested not anchored not stored refs pending

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding

Bradley McDanel, Sai Qian Zhang, Yunhai Hu, Zining Liu

arxiv:2505.01572 v1 · 2025-05-02 · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5BCOFNCMOWFTONFBVS5PZPW5EM}

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

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T10:58:00.120984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e844e2b44c758b3734a1acbafcbedd2302e796aeab5a8efd794401617d8a2ae2

Aliases

arxiv: 2505.01572 · arxiv_version: 2505.01572v1 · doi: 10.48550/arxiv.2505.01572 · pith_short_12: 5BCOFNCMOWFT · pith_short_16: 5BCOFNCMOWFTONFB · pith_short_8: 5BCOFNCM

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/5BCOFNCMOWFTONFBVS5PZPW5EM \
  | 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: e844e2b44c758b3734a1acbafcbedd2302e796aeab5a8efd794401617d8a2ae2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6a6eb610344c59569db58e33bf15acb04bf2363cae5fc22ccdfc4c222cffe06d",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-02T20:29:31Z",
    "title_canon_sha256": "b37970ab1e672e7fbe4b7d8be7bb95b413ff62e54156a6c4fc6977c5e07b48f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01572",
    "kind": "arxiv",
    "version": 1
  }
}