Pith Number

pith:OBE4J7IF

pith:2023:OBE4J7IFKWOYJVLLCPPLONXHNI

not attested not anchored not stored refs pending

Network Fault-tolerant and Byzantine-resilient Social Learning via Collaborative Hierarchical Non-Bayesian Learning

Connor Mclaughlin, Denis Edogmus, Lili Su, Matthew Ding

arxiv:2307.14952 v1 · 2023-07-27 · cs.LG · cs.DC · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OBE4J7IFKWOYJVLLCPPLONXHNI}

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	2026-07-05T06:35:20.378686Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7049c4fd05559d84d56b13deb736e76a370780e0956b2e9232bbc42f7b5f05bc

Aliases

arxiv: 2307.14952 · arxiv_version: 2307.14952v1 · doi: 10.48550/arxiv.2307.14952 · pith_short_12: OBE4J7IFKWOY · pith_short_16: OBE4J7IFKWOYJVLL · pith_short_8: OBE4J7IF

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/OBE4J7IFKWOYJVLLCPPLONXHNI \
  | 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: 7049c4fd05559d84d56b13deb736e76a370780e0956b2e9232bbc42f7b5f05bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc8fb7a4b930dbdb7a3d9e5dc888550d77afd1fb9fcfd521625bcb790673eedc",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-27T15:46:46Z",
    "title_canon_sha256": "71e42a02d0b2a55d9cec7ae8fb5ec6f7fcbc79528ceb7ed38b801396db414c1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.14952",
    "kind": "arxiv",
    "version": 1
  }
}