Pith Number

pith:2RMOVIVN

pith:2023:2RMOVIVNFZIVG4WD42BFY2PYS7

not attested not anchored not stored refs pending

Distributed Inference and Fine-tuning of Large Language Models Over The Internet

Alexander Borzunov, Artem Chumachenko, Colin Raffel, Dmitry Baranchuk, Max Ryabinin, Pavel Samygin, Tim Dettmers, Younes Belkada

arxiv:2312.08361 v1 · 2023-12-13 · 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{2RMOVIVNFZIVG4WD42BFY2PYS7}

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	2026-07-05T07:23:52.390876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d458eaa2ad2e515372c3e6825c69f897fc508ab5ebbe7a8527cce908514e0f23

Aliases

arxiv: 2312.08361 · arxiv_version: 2312.08361v1 · doi: 10.48550/arxiv.2312.08361 · pith_short_12: 2RMOVIVNFZIV · pith_short_16: 2RMOVIVNFZIVG4WD · pith_short_8: 2RMOVIVN

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/2RMOVIVNFZIVG4WD42BFY2PYS7 \
  | 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: d458eaa2ad2e515372c3e6825c69f897fc508ab5ebbe7a8527cce908514e0f23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c73e0c4f6da2c4fc74da4fce2b930a109058869a6ba378cc475684a290b1a732",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-13T18:52:49Z",
    "title_canon_sha256": "9eb74edb681f1e393fe9208eacc38ac0ba24330110b9b4c4ecbe6ccda9ade3c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.08361",
    "kind": "arxiv",
    "version": 1
  }
}