Pith Number

pith:GIV54O6Y

pith:2020:GIV54O6YM3S2H6PBUABQTAQFZV

not attested not anchored not stored refs pending

Making deep neural networks right for the right scientific reasons by interacting with their explanations

Anna Brugger, Anne-Katrin Mahlein, Hans-Georg Luigs, Kristian Kersting, Patrick Schramowski, Stefano Teso, Wolfgang Stammer, Xiaoting Shao

arxiv:2001.05371 v4 · 2020-01-15 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GIV54O6YM3S2H6PBUABQTAQFZV}

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	2026-07-05T07:52:05.775601Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

322bde3bd866e5a3f9e1a003098205cd656c5f032cf8130ac9a9e10862f8c23b

Aliases

arxiv: 2001.05371 · arxiv_version: 2001.05371v4 · doi: 10.48550/arxiv.2001.05371 · pith_short_12: GIV54O6YM3S2 · pith_short_16: GIV54O6YM3S2H6PB · pith_short_8: GIV54O6Y

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/GIV54O6YM3S2H6PBUABQTAQFZV \
  | 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: 322bde3bd866e5a3f9e1a003098205cd656c5f032cf8130ac9a9e10862f8c23b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1930d2e43c5982150ad6062bcef97f46113d7050953a714696774e13404e2f98",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-15T15:20:55Z",
    "title_canon_sha256": "f9b144ab91221619122b46531df7e29b86b10f4223ee9c9912fd9a83beaa570f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.05371",
    "kind": "arxiv",
    "version": 4
  }
}