Pith Number

pith:GIJRDMGV

pith:2021:GIJRDMGVH6GKTIBJLSJXNBANLR

not attested not anchored not stored refs pending

Distributed Deep Learning in Open Collaborations

Albert Villanova del Moral, Alexander Borzunov, Alexey Bukhtiyarov, Anton Sinitsin, Denis Mazur, Dmitry Popov, Dmitry Pyrkin, Gennady Pekhimenko, Ilia Kobelev, Lucile Saulnier, Maxim Kashirin, Max Ryabinin, Michael Diskin, Quentin Lhoest, Thomas Wolf, Yacine Jernite

arxiv:2106.10207 v2 · 2021-06-18 · 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{GIJRDMGVH6GKTIBJLSJXNBANLR}

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

Streaming DiLoCo with overlapping communication: Towards a Distributed Free Lunch

Receipt and verification

First computed	2026-07-05T03:29:50.231393Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

321311b0d53f8ca9a0295c9376840d5c5729a239ebeea66293c4216abf7a13e5

Aliases

arxiv: 2106.10207 · arxiv_version: 2106.10207v2 · doi: 10.48550/arxiv.2106.10207 · pith_short_12: GIJRDMGVH6GK · pith_short_16: GIJRDMGVH6GKTIBJ · pith_short_8: GIJRDMGV

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/GIJRDMGVH6GKTIBJLSJXNBANLR \
  | 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: 321311b0d53f8ca9a0295c9376840d5c5729a239ebeea66293c4216abf7a13e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c27125572fe3e430cffdf7b3449ba84706eed46d40d407917a937b5c6481ea55",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-18T16:23:13Z",
    "title_canon_sha256": "3bb563bea685994306d2d99ba1f4e15db8cf3cdec2b604c0dda8392f5b59827b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10207",
    "kind": "arxiv",
    "version": 2
  }
}