Pith Number

pith:REKDW66D

pith:2024:REKDW66D2O6G7XT6AZOIOM2ZAE

not attested not anchored not stored refs pending

IPO: Interpretable Prompt Optimization for Vision-Language Models

Cees G. M. Snoek, Wenfang Sun, Yingjun Du

arxiv:2410.15397 v1 · 2024-10-20 · cs.LG · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{REKDW66D2O6G7XT6AZOIOM2ZAE}

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	2026-07-05T09:23:18.924252Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89143b7bc3d3bc6fde7e065c87335901384b236be18922b9d794b19d452420d1

Aliases

arxiv: 2410.15397 · arxiv_version: 2410.15397v1 · doi: 10.48550/arxiv.2410.15397 · pith_short_12: REKDW66D2O6G · pith_short_16: REKDW66D2O6G7XT6 · pith_short_8: REKDW66D

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/REKDW66D2O6G7XT6AZOIOM2ZAE \
  | 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: 89143b7bc3d3bc6fde7e065c87335901384b236be18922b9d794b19d452420d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea22ed9c4f7fc17e8be671f3cadd798399aaa512b121f9ec18b78616d8153a9c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-20T14:10:22Z",
    "title_canon_sha256": "0c488e4b3066985dd82c6f9c455cdde07411bebfa8d6e5841b9ccdeacd1759ac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15397",
    "kind": "arxiv",
    "version": 1
  }
}