Pith Number

pith:KEYYGIBL

pith:2024:KEYYGIBLYJQ64J4KCMY5WYVBNT

not attested not anchored not stored refs pending

Against Multifaceted Graph Heterogeneity via Asymmetric Federated Prompt Learning

Hao Liu, Ruiqian Han, Zhuoning Guo

arxiv:2411.02003 v1 · 2024-11-04 · cs.LG · cs.AI · cs.DC · cs.SI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KEYYGIBLYJQ64J4KCMY5WYVBNT}

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	2026-07-05T09:30:40.040060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

513183202bc261ee278a1331db62a16cddaf23b534f4ac4ae64dac9792e5c4f6

Aliases

arxiv: 2411.02003 · arxiv_version: 2411.02003v1 · doi: 10.48550/arxiv.2411.02003 · pith_short_12: KEYYGIBLYJQ6 · pith_short_16: KEYYGIBLYJQ64J4K · pith_short_8: KEYYGIBL

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/KEYYGIBLYJQ64J4KCMY5WYVBNT \
  | 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: 513183202bc261ee278a1331db62a16cddaf23b534f4ac4ae64dac9792e5c4f6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef4b28da0de8776bfd9072756ec9784539b162abb39a51d24b1faedb7df62ad3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "cs.SI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T11:42:25Z",
    "title_canon_sha256": "3e09e3b34a9ac13847915ab2f6e1fa203084fbfd5518385ca7f09f2654d11530"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02003",
    "kind": "arxiv",
    "version": 1
  }
}