Pith Number

pith:2GEEXPGG

pith:2025:2GEEXPGGNC5Y7YEGNIBA7AF2SN

not attested not anchored not stored refs pending

Federated In-Context Learning: Iterative Refinement for Improved Answer Quality

Chengkai Huang, Dongruo Zhou, John C.S. Lui, Lina Yao, Ruhan Wang, Rui Wang, Tong Yu, Zhiyong Wang

arxiv:2506.07440 v1 · 2025-06-09 · 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{2GEEXPGGNC5Y7YEGNIBA7AF2SN}

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	2026-07-05T11:18:27.265812Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1884bbcc668bb8fe0866a020f80ba935a9643a6f27ade20fc730bc89131871b

Aliases

arxiv: 2506.07440 · arxiv_version: 2506.07440v1 · doi: 10.48550/arxiv.2506.07440 · pith_short_12: 2GEEXPGGNC5Y · pith_short_16: 2GEEXPGGNC5Y7YEG · pith_short_8: 2GEEXPGG

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/2GEEXPGGNC5Y7YEGNIBA7AF2SN \
  | 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: d1884bbcc668bb8fe0866a020f80ba935a9643a6f27ade20fc730bc89131871b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "648c3f014a5aa87e124fe363b9c0c19ca896c73ab13ec6826481986243bd0bec",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-09T05:33:28Z",
    "title_canon_sha256": "b4144bdf1920b53992ff0b293c39d9a93d5cedfa0edafe8003e10b7a1986c2d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.07440",
    "kind": "arxiv",
    "version": 1
  }
}