Pith. sign in
Pith Number

pith:6ICVM3V2

pith:2022:6ICVM3V2SGO2KTDYH53TK6EO23
not attested not anchored not stored refs pending

Byzantine Machine Learning Made Easy by Resilient Averaging of Momentums

John Stephan, Nirupam Gupta, Rachid Guerraoui, Rafael Pinot, Sadegh Farhadkhani

arxiv:2205.12173 v1 · 2022-05-24 · cs.LG · cs.DC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{6ICVM3V2SGO2KTDYH53TK6EO23}

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 2026-07-05T04:26:11.935873Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f205566eba919da54c783f7735788ed6c5af83895ee1e44c46cfe2e4077ea6ab

Aliases

arxiv: 2205.12173 · arxiv_version: 2205.12173v1 · doi: 10.48550/arxiv.2205.12173 · pith_short_12: 6ICVM3V2SGO2 · pith_short_16: 6ICVM3V2SGO2KTDY · pith_short_8: 6ICVM3V2
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6ICVM3V2SGO2KTDYH53TK6EO23 \
  | 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: f205566eba919da54c783f7735788ed6c5af83895ee1e44c46cfe2e4077ea6ab
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9d968cc945ec506a47998e7342b8eff37d18b10b0c3ee53b567bc527a6d123da",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-24T16:14:50Z",
    "title_canon_sha256": "257619bb117e18053f3fbf6a6a1b0ce24a6961e8c35e23848df47422ed02f216"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.12173",
    "kind": "arxiv",
    "version": 1
  }
}