Pith Number

pith:6S4T6SBX

pith:2022:6S4T6SBXG7KR5TX6VONKPWA6HC

not attested not anchored not stored refs pending

Fine-tuning Language Models over Slow Networks using Activation Compression with Guarantees

Beidi Chen, Binhang Yuan, Ce Zhang, Christopher Re, Jue Wang, Luka Rimanic, Tri Dao, Yongjun He

arxiv:2206.01299 v3 · 2022-06-02 · 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{6S4T6SBXG7KR5TX6VONKPWA6HC}

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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

Towards Decentralized and Sustainable Foundation Model Training with the Edge

Receipt and verification

First computed	2026-07-05T05:48:34.061610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4b93f483737d51ecefeab9aa7d81e38a7d1283972df0da445fef93dfb678818

Aliases

arxiv: 2206.01299 · arxiv_version: 2206.01299v3 · doi: 10.48550/arxiv.2206.01299 · pith_short_12: 6S4T6SBXG7KR · pith_short_16: 6S4T6SBXG7KR5TX6 · pith_short_8: 6S4T6SBX

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/6S4T6SBXG7KR5TX6VONKPWA6HC \
  | 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: f4b93f483737d51ecefeab9aa7d81e38a7d1283972df0da445fef93dfb678818

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad917151f4fecaa16fe635a151ac099cf345d60b6e700880ee30942ada3fb12a",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T20:49:12Z",
    "title_canon_sha256": "c30f2044f8c0ae37e3b8f47a915da74fdb732e37dcf8c2399aef80da10696209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01299",
    "kind": "arxiv",
    "version": 3
  }
}