Pith Number

pith:5F2WYZVW

pith:2022:5F2WYZVWKKXAMOWJOEWSX2P7MI

not attested not anchored not stored refs pending

Collaborating Heterogeneous Natural Language Processing Tasks via Federated Learning

Bolin Ding, Chenhe Dong, Yaliang Li, Ying Shen, Yuexiang Xie

arxiv:2212.05789 v1 · 2022-12-12 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5F2WYZVWKKXAMOWJOEWSX2P7MI}

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.

Cited by

1 paper in Pith

Adaptive Federated Distillation for Multi-Domain Non-IID Textual Data

Receipt and verification

First computed	2026-07-05T05:24:19.656641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e9756c66b652ae063ac9712d2be9ff6218e07e57ae4528e516b7592fde656ee0

Aliases

arxiv: 2212.05789 · arxiv_version: 2212.05789v1 · doi: 10.48550/arxiv.2212.05789 · pith_short_12: 5F2WYZVWKKXA · pith_short_16: 5F2WYZVWKKXAMOWJ · pith_short_8: 5F2WYZVW

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/5F2WYZVWKKXAMOWJOEWSX2P7MI \
  | 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: e9756c66b652ae063ac9712d2be9ff6218e07e57ae4528e516b7592fde656ee0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4483c605250826cbf752e746d740a5a23512792ce4d760fb12a2b7bf72ff82ae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-12-12T09:27:50Z",
    "title_canon_sha256": "831c87c94d9b70d91014c12f6059c2e207c7691ba5477e605c01c12b699f528c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.05789",
    "kind": "arxiv",
    "version": 1
  }
}