Pith Number

pith:QWFETKFB

pith:2023:QWFETKFBAHJ3CZHMDI77B4VI7M

not attested not anchored not stored refs pending

Prompt Optimization via Adversarial In-Context Learning

Hannah Brown, James Xu Zhao, Junxian He, Kenji Kawaguchi, Michael Shieh, Nancy F. Chen, Xuan Long Do, Yiran Zhao, Yuxi Xie

arxiv:2312.02614 v3 · 2023-12-05 · cs.LG · 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{QWFETKFBAHJ3CZHMDI77B4VI7M}

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	2026-07-05T08:35:39.779793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

858a49a8a101d3b164ec1a3ff0f2a8fb212b2b54adc616b90fd931419be4d6d7

Aliases

arxiv: 2312.02614 · arxiv_version: 2312.02614v3 · doi: 10.48550/arxiv.2312.02614 · pith_short_12: QWFETKFBAHJ3 · pith_short_16: QWFETKFBAHJ3CZHM · pith_short_8: QWFETKFB

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/QWFETKFBAHJ3CZHMDI77B4VI7M \
  | 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: 858a49a8a101d3b164ec1a3ff0f2a8fb212b2b54adc616b90fd931419be4d6d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "36dd43eb8763bd4fdc4858c6035bcfee6e9535c7bb2b1e7be7276735a96ce104",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-05T09:44:45Z",
    "title_canon_sha256": "df4e35a21a1329af4461bc1256ce1aa0970971b788c0dab3cbbd2ede760a1727"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.02614",
    "kind": "arxiv",
    "version": 3
  }
}