Pith Number

pith:M3EGOZNB

pith:2026:M3EGOZNBQBAPQBOSIUXCNCJUQE

not attested not anchored not stored refs pending

Stable-Layers: Fine-Tuning Image Layer Decomposition Models with VLM-Scored Reinforcement Learning

Ciara Rowles, Mark Boss, Nikhil Pinnaparaju, Reshinth Adithyan, Vikram Voleti

arxiv:2605.30257 v1 · 2026-05-28 · 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{M3EGOZNBQBAPQBOSIUXCNCJUQE}

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	2026-05-29T02:06:14.241674Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

66c86765a18040f805d2452e268934812cbb18a6a1ef6bfd947e79b877d7bd9d

Aliases

arxiv: 2605.30257 · arxiv_version: 2605.30257v1 · doi: 10.48550/arxiv.2605.30257 · pith_short_12: M3EGOZNBQBAP · pith_short_16: M3EGOZNBQBAPQBOS · pith_short_8: M3EGOZNB

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/M3EGOZNBQBAPQBOSIUXCNCJUQE \
  | 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: 66c86765a18040f805d2452e268934812cbb18a6a1ef6bfd947e79b877d7bd9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "865c80228ecfdf21a32311afcd873fb150bdff1f05948c4f7ff3f04f10c64e50",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-28T17:20:31Z",
    "title_canon_sha256": "44fdf5b9fac4338896070680fe9dd5962e0514ed0bc67628dce11e0360ffc1f2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.30257",
    "kind": "arxiv",
    "version": 1
  }
}