Pith Number

pith:VOCRC2FL

pith:2025:VOCRC2FL4N6XB474UKHXCFP67M

not attested not anchored not stored refs pending

Adaptive Prototype Knowledge Transfer for Federated Learning with Mixed Modalities and Heterogeneous Tasks

Dongjue Wang, Jing Yu, Keke Gai, Mohan Wang, Qi Wu

arxiv:2502.04400 v2 · 2025-02-06 · cs.LG · cs.AI · cs.CR · cs.MM

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VOCRC2FL4N6XB474UKHXCFP67M}

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	2026-07-05T11:47:18.868699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab851168abe37d70f3fca28f7115fefb22ff9239cc821605e6a27cde03ae498c

Aliases

arxiv: 2502.04400 · arxiv_version: 2502.04400v2 · doi: 10.48550/arxiv.2502.04400 · pith_short_12: VOCRC2FL4N6X · pith_short_16: VOCRC2FL4N6XB474 · pith_short_8: VOCRC2FL

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/VOCRC2FL4N6XB474UKHXCFP67M \
  | 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: ab851168abe37d70f3fca28f7115fefb22ff9239cc821605e6a27cde03ae498c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b8b86a382fcc1e8a40885c4905acc7cf9acc381e4152211a34d1e50ea4f4a4d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.MM"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-06T07:28:05Z",
    "title_canon_sha256": "35edeb267669aeb4c39ad9709e9ed262ced2b20eb1a1d9a411ef50d7bd9c360f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04400",
    "kind": "arxiv",
    "version": 2
  }
}