Pith Number

pith:W5VGGY53

pith:2025:W5VGGY53FL2PH7ZBLOGURPCKL2

not attested not anchored not stored refs pending

Vision-Language Model Dialog Games for Self-Improvement

Christos Kaplanis, Ksenia Konyushkova, Misha Denil, Serkan Cabi

arxiv:2502.02740 v1 · 2025-02-04 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W5VGGY53FL2PH7ZBLOGURPCKL2}

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	2026-07-05T10:09:54.512986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b76a6363bb2af4f3ff215b8d48bc4a5eaf4a8e5f90715cb6c25998e9f116e5fe

Aliases

arxiv: 2502.02740 · arxiv_version: 2502.02740v1 · doi: 10.48550/arxiv.2502.02740 · pith_short_12: W5VGGY53FL2P · pith_short_16: W5VGGY53FL2PH7ZB · pith_short_8: W5VGGY53

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/W5VGGY53FL2PH7ZBLOGURPCKL2 \
  | 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: b76a6363bb2af4f3ff215b8d48bc4a5eaf4a8e5f90715cb6c25998e9f116e5fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72f2dea3d6497ad4a81382dc1244434dbf29c55d7794c0392ab89448e976173f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T21:58:07Z",
    "title_canon_sha256": "7e1c44c2b953e6480e3b2b5ad3ba03f66b68f37bc5f9486917ca71bce1c3cc0c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02740",
    "kind": "arxiv",
    "version": 1
  }
}