Pith Number

pith:GT2KW7AR

pith:2019:GT2KW7ARBFPO3VXRFW5WNCFEEL

not attested not anchored not stored refs pending

Semi-supervised semantic segmentation needs strong, varied perturbations

Geoff French, Graham Finlayson, Michal Mackiewicz, Samuli Laine, Timo Aila

arxiv:1906.01916 v5 · 2019-06-05 · 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{GT2KW7ARBFPO3VXRFW5WNCFEEL}

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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

Implicit Fuzzification via Bounded Noise Injection for Robust Medical Image Segmentation

Receipt and verification

First computed	2026-07-05T01:26:04.688349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34f4ab7c11095eedd6f12dbb6688a422e3c8b4aba5508a53ae984221cab3e999

Aliases

arxiv: 1906.01916 · arxiv_version: 1906.01916v5 · doi: 10.48550/arxiv.1906.01916 · pith_short_12: GT2KW7ARBFPO · pith_short_16: GT2KW7ARBFPO3VXR · pith_short_8: GT2KW7AR

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/GT2KW7ARBFPO3VXRFW5WNCFEEL \
  | 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: 34f4ab7c11095eedd6f12dbb6688a422e3c8b4aba5508a53ae984221cab3e999

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5333581afb75eb0e605d5f4ebe257b4b27007f33b78f00ca0d39755d8b49243",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-06-05T10:09:27Z",
    "title_canon_sha256": "d457d04a0abdbee2b43bfb10fc5c7dd76f89400eba4fda33a65385fa8164c678"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1906.01916",
    "kind": "arxiv",
    "version": 5
  }
}