Pith Number

pith:I2VRNJ2J

pith:2024:I2VRNJ2J4EI5FTSMCOIULACE6U

not attested not anchored not stored refs pending

FedTLU: Federated Learning with Targeted Layer Updates

Carlee Joe-Wong, Jong-Ik Park

arxiv:2412.17692 v2 · 2024-12-23 · 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{I2VRNJ2J4EI5FTSMCOIULACE6U}

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	2026-07-05T10:05:15.627470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46ab16a749e111d2ce4c1391458044f5232827e8ed021840c352128657b32fca

Aliases

arxiv: 2412.17692 · arxiv_version: 2412.17692v2 · doi: 10.48550/arxiv.2412.17692 · pith_short_12: I2VRNJ2J4EI5 · pith_short_16: I2VRNJ2J4EI5FTSM · pith_short_8: I2VRNJ2J

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/I2VRNJ2J4EI5FTSMCOIULACE6U \
  | 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: 46ab16a749e111d2ce4c1391458044f5232827e8ed021840c352128657b32fca

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aaec71890547136ef4ff67a42abadba7e42e2a0153a3667bc3a46fb9d49e3054",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T16:17:46Z",
    "title_canon_sha256": "e9ea1eb75ec49b80daf73ce8f94941bd5ef38e323248dc66c5b944e3e85cb61a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17692",
    "kind": "arxiv",
    "version": 2
  }
}