Pith Number

pith:RFNMSBQ4

pith:2024:RFNMSBQ4LM2UHG2ICSCAFL53VT

not attested not anchored not stored refs pending

Revisiting Generative Adversarial Networks for Binary Semantic Segmentation on Imbalanced Datasets

Lei Xu, Moncef Gabbouj

arxiv:2402.02245 v2 · 2024-02-03 · cs.CV · cs.LG · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RFNMSBQ4LM2UHG2ICSCAFL53VT}

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	2026-07-05T07:53:32.856387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

895ac9061c5b35439b48148402afbbacea23cd2dcff08c441c43bd1fc4921b05

Aliases

arxiv: 2402.02245 · arxiv_version: 2402.02245v2 · doi: 10.48550/arxiv.2402.02245 · pith_short_12: RFNMSBQ4LM2U · pith_short_16: RFNMSBQ4LM2UHG2I · pith_short_8: RFNMSBQ4

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/RFNMSBQ4LM2UHG2ICSCAFL53VT \
  | 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: 895ac9061c5b35439b48148402afbbacea23cd2dcff08c441c43bd1fc4921b05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "45d56d99591a7b43d7ad6c7c5c110fab71a826514d5eab1e139faebac321216e",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-02-03T19:24:40Z",
    "title_canon_sha256": "93522c55e58707e9d3ec61d200c04f1e04303c1c74ad4febb55fa0bbbc3604eb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.02245",
    "kind": "arxiv",
    "version": 2
  }
}