Pith Number

pith:IVXA6EQQ

pith:2025:IVXA6EQQHMK5XCULNIBP43AGGT

not attested not anchored not stored refs pending

Bayesian Neural Networks for One-to-Many Mapping in Image Enhancement

David Bull, Guoxi Huang, Nantheera Anantrasirichai, Qirui Yang, Ruirui Lin, Zipeng Qi

arxiv:2501.14265 v3 · 2025-01-24 · cs.CV

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\usepackage{pith}
\pithnumber{IVXA6EQQHMK5XCULNIBP43AGGT}

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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.

Cited by

1 paper in Pith

Marine Snow Removal Using Internally Generated Pseudo Ground Truth

Receipt and verification

First computed	2026-07-30T01:18:47.264395Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

456e0f12103b15db8a8b6a02fe6c0634fb6d402d78c1541bf2444a7341016fad

Aliases

arxiv: 2501.14265 · arxiv_version: 2501.14265v3 · doi: 10.48550/arxiv.2501.14265 · pith_short_12: IVXA6EQQHMK5 · pith_short_16: IVXA6EQQHMK5XCUL · pith_short_8: IVXA6EQQ

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/IVXA6EQQHMK5XCULNIBP43AGGT \
  | 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: 456e0f12103b15db8a8b6a02fe6c0634fb6d402d78c1541bf2444a7341016fad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "74d63347757acf1b8585a5cc57e425961cd2afb106447082f53fd76953e5e28a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-01-24T06:07:11Z",
    "title_canon_sha256": "15fc58c88512c361b882fd24d27cfa0b0196271c0fb994503348eea81bad678f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.14265",
    "kind": "arxiv",
    "version": 3
  }
}