Pith Number

pith:WI7AX2HO

pith:2022:WI7AX2HOZ2BMFB7YYQPQQURRVJ

not attested not anchored not stored refs pending

Test-Time Robust Personalization for Federated Learning

Liangze Jiang, Tao Lin

arxiv:2205.10920 v4 · 2022-05-22 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WI7AX2HOZ2BMFB7YYQPQQURRVJ}

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

FedMPT: Federated Multi-label Prompt Tuning of Vision-Language Models

Receipt and verification

First computed	2026-07-05T06:23:53.824540Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b23e0be8eece82c287f8c41f085231aa519366ad1a5bb8a027e8479d695b29d3

Aliases

arxiv: 2205.10920 · arxiv_version: 2205.10920v4 · doi: 10.48550/arxiv.2205.10920 · pith_short_12: WI7AX2HOZ2BM · pith_short_16: WI7AX2HOZ2BMFB7Y · pith_short_8: WI7AX2HO

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/WI7AX2HOZ2BMFB7YYQPQQURRVJ \
  | 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: b23e0be8eece82c287f8c41f085231aa519366ad1a5bb8a027e8479d695b29d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2330645d851f1b83a7cb51508254157e9dc1fbfc2fef83755a6049234aa103c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-22T20:08:14Z",
    "title_canon_sha256": "51286b3f27e9d2cd841f6150f0e3c7803cf0e83ccf056df6ab860bac3690aebc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10920",
    "kind": "arxiv",
    "version": 4
  }
}