Pith. sign in
Pith Number

pith:ZYM2DP3R

pith:2025:ZYM2DP3RUKUENWC2GDAE5CKOWM
not attested not anchored not stored refs pending

MonetGPT: Solving Puzzles Enhances MLLMs' Image Retouching Skills

Duygu Ceylan, Niladri Shekhar Dutt, Niloy J. Mitra

arxiv:2505.06176 v1 · 2025-05-09 · cs.GR · cs.CV · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZYM2DP3RUKUENWC2GDAE5CKOWM}

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 2026-07-05T11:00:55.443869Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ce19a1bf71a2a846d85a30c04e894eb331c73de305e561adc82bba39087d1693

Aliases

arxiv: 2505.06176 · arxiv_version: 2505.06176v1 · doi: 10.48550/arxiv.2505.06176 · pith_short_12: ZYM2DP3RUKUE · pith_short_16: ZYM2DP3RUKUENWC2 · pith_short_8: ZYM2DP3R
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZYM2DP3RUKUENWC2GDAE5CKOWM \
  | 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: ce19a1bf71a2a846d85a30c04e894eb331c73de305e561adc82bba39087d1693
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "35c61a722d134ee983d2ace86bc515e99f47f5cbed3ae044afb600ee555cb698",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.GR",
    "submitted_at": "2025-05-09T16:38:27Z",
    "title_canon_sha256": "7d7a14273ea03e3efbdc6a2969d57c4e4cc4044deb0d9322b5bb0811bcaa0ea2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.06176",
    "kind": "arxiv",
    "version": 1
  }
}