Pith Number

pith:6RSGLDMF

pith:2024:6RSGLDMFFVSPETPJ6TOUYIGWEL

not attested not anchored not stored refs pending

The Future of Large Language Model Pre-training is Federated

Alex Iacob, Bill Marino, Lorenzo Sani, Nicholas D. Lane, Preslav Aleksandrov, Tomas Paulik, Wanru Zhao, William F. Shen, Xinchi Qiu, Yan Gao, Zeyu Cao

arxiv:2405.10853 v3 · 2024-05-17 · cs.LG · cs.AI · 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{6RSGLDMFFVSPETPJ6TOUYIGWEL}

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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

Toward Efficient Membership Inference Attacks against Federated Large Language Models: A Projection Residual Approach

Receipt and verification

First computed	2026-07-05T09:19:57.524614Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f464658d852d64f24de9f4dd4c20d622f0b4a073fa9b7cc7f02b67704f961909

Aliases

arxiv: 2405.10853 · arxiv_version: 2405.10853v3 · doi: 10.48550/arxiv.2405.10853 · pith_short_12: 6RSGLDMFFVSP · pith_short_16: 6RSGLDMFFVSPETPJ · pith_short_8: 6RSGLDMF

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/6RSGLDMFFVSPETPJ6TOUYIGWEL \
  | 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: f464658d852d64f24de9f4dd4c20d622f0b4a073fa9b7cc7f02b67704f961909

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95ef2056606a633ef46752d0782a4127c5227dd7db7bd15b1691b0a3ccc1f02e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-17T15:27:52Z",
    "title_canon_sha256": "204501ab5f59a28a0c4d21f386d9428f0fd4bf45bd7d4c4c43e647058bc2fb88"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.10853",
    "kind": "arxiv",
    "version": 3
  }
}