Pith Number

pith:GG2J4ILJ

pith:2023:GG2J4ILJGAG3CNPLCW3PS3JKFP

not attested not anchored not stored refs pending

FedPEAT: Convergence of Federated Learning, Parameter-Efficient Fine Tuning, and Emulator Assisted Tuning for Artificial Intelligence Foundation Models with Mobile Edge Computing

Jun Zhao, Kwok-Yan Lam, Terence Jie Chua, Wenhan Yu

arxiv:2310.17491 v2 · 2023-10-26 · cs.LG · cs.NI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GG2J4ILJGAG3CNPLCW3PS3JKFP}

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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

GradOT: Training-free Gradient-preserving Offsite-tuning for Large Language Models

Receipt and verification

First computed	2026-07-05T07:50:04.360421Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

31b49e2169300db135eb15b6f96d2a2bdf4dc31a1f7c5182f4bafbf0b3bcce04

Aliases

arxiv: 2310.17491 · arxiv_version: 2310.17491v2 · doi: 10.48550/arxiv.2310.17491 · pith_short_12: GG2J4ILJGAG3 · pith_short_16: GG2J4ILJGAG3CNPL · pith_short_8: GG2J4ILJ

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/GG2J4ILJGAG3CNPLCW3PS3JKFP \
  | 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: 31b49e2169300db135eb15b6f96d2a2bdf4dc31a1f7c5182f4bafbf0b3bcce04

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0071cb0d1966cb0df769cdaf2e5658f5de37732b50188f3d6f5f21f6dbc798ce",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-26T15:47:44Z",
    "title_canon_sha256": "dbdba21ccb3813b083e03abc47b84282bbb7fef9d4ced5c6d774d3e7b8545730"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17491",
    "kind": "arxiv",
    "version": 2
  }
}