Pith Number

pith:PV3XCI2B

pith:2024:PV3XCI2BXUYEXDCBYY55UINWZD

not attested not anchored not stored refs pending

Self-Regulating Random Walks for Resilient Decentralized Learning on Graphs

Antonia Wachter-Zeh, Ghadir Ayache, Maximilian Egger, Rawad Bitar, Salim El Rouayheb

arxiv:2407.11762 v2 · 2024-07-16 · cs.LG · cs.DC · cs.IT · math.IT · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PV3XCI2BXUYEXDCBYY55UINWZD}

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

Random Walk Learning and the Pac-Man Attack

Receipt and verification

First computed	2026-07-05T10:11:59.642549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7d77712341bd304b8c41c63bda21b6c8f34d54d63c91eaa95f5b501ecce3d7dc

Aliases

arxiv: 2407.11762 · arxiv_version: 2407.11762v2 · doi: 10.48550/arxiv.2407.11762 · pith_short_12: PV3XCI2BXUYE · pith_short_16: PV3XCI2BXUYEXDCB · pith_short_8: PV3XCI2B

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/PV3XCI2BXUYEXDCBYY55UINWZD \
  | 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: 7d77712341bd304b8c41c63bda21b6c8f34d54d63c91eaa95f5b501ecce3d7dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7e986fcab4af74f00bfc14b661c42b26bfd71576b2aa3d454e65553b98cf9c2",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.IT",
      "math.IT",
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-16T14:22:22Z",
    "title_canon_sha256": "9e97cd70eb58e388b6f201dd163ee22959b22509acdd154575b741665dddb4e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.11762",
    "kind": "arxiv",
    "version": 2
  }
}