Pith Number

pith:QAZHF4EZ

pith:2024:QAZHF4EZZFS32VBDMV44DQWRA6

not attested not anchored not stored refs pending

Protocol Learning, Decentralized Frontier Risk and the No-Off Problem

Alexander Long

arxiv:2412.07890 v1 · 2024-12-10 · cs.LG · 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{QAZHF4EZZFS32VBDMV44DQWRA6}

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

SketchGuard: Scaling Byzantine-Robust Decentralized Federated Learning via Sketch-Based Screening

Receipt and verification

First computed	2026-07-05T09:47:40.792566Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

803272f099c965bd54236579c1c2d10785f4a59ad39bce81c04c6102af5f2158

Aliases

arxiv: 2412.07890 · arxiv_version: 2412.07890v1 · doi: 10.48550/arxiv.2412.07890 · pith_short_12: QAZHF4EZZFS3 · pith_short_16: QAZHF4EZZFS32VBD · pith_short_8: QAZHF4EZ

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/QAZHF4EZZFS32VBDMV44DQWRA6 \
  | 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: 803272f099c965bd54236579c1c2d10785f4a59ad39bce81c04c6102af5f2158

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "440a669b3f4460e66c462ef052b508d23775ebfc5f4d6f8b265a86a894b128c7",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T19:53:50Z",
    "title_canon_sha256": "c06b00e93cb963943d33683c8eb044a3b522fcd6b1a6b09cb03c545d64603095"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07890",
    "kind": "arxiv",
    "version": 1
  }
}