Pith Number

pith:DR4BDS3P

pith:2023:DR4BDS3PPMCGQHXIKYO4C5XEMD

not attested not anchored not stored refs pending

Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning

Khe Chai Sim, Liam Collins, Sewoong Oh, Shanshan Wu

arxiv:2310.04627 v1 · 2023-10-06 · 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{DR4BDS3PPMCGQHXIKYO4C5XEMD}

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

POPri: Private Federated Learning using Preference-Optimized Synthetic Data

Receipt and verification

First computed	2026-07-05T06:58:20.886558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c7811cb6f7b04681ee8561dc176e460fdaeebf168872519c6628222dd8408b4

Aliases

arxiv: 2310.04627 · arxiv_version: 2310.04627v1 · doi: 10.48550/arxiv.2310.04627 · pith_short_12: DR4BDS3PPMCG · pith_short_16: DR4BDS3PPMCGQHXI · pith_short_8: DR4BDS3P

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/DR4BDS3PPMCGQHXIKYO4C5XEMD \
  | 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: 1c7811cb6f7b04681ee8561dc176e460fdaeebf168872519c6628222dd8408b4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f323a305e0bec588859f6fa3a305cbf608c97c468fc0e866b2ac6b2a3fe4473",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-06T23:46:33Z",
    "title_canon_sha256": "9449321c492cd6bfab872212a2410e94781907e5a6b414c4d62809fe14e4a943"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.04627",
    "kind": "arxiv",
    "version": 1
  }
}