Pith Number

pith:DGRDBBIE

pith:2020:DGRDBBIEA56SSNUZQBFFNYDWI2

not attested not anchored not stored refs pending

Revisiting Ensembles in an Adversarial Context: Improving Natural Accuracy

Aditya Saligrama, Guillaume Leclerc

arxiv:2002.11572 v1 · 2020-02-26 · stat.ML · cs.CR · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DGRDBBIEA56SSNUZQBFFNYDWI2}

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	2026-07-05T00:44:03.787020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19a2308504077d293699804a56e07646ac72e70ea3e88e8ccb7f1d9484350b75

Aliases

arxiv: 2002.11572 · arxiv_version: 2002.11572v1 · doi: 10.48550/arxiv.2002.11572 · pith_short_12: DGRDBBIEA56S · pith_short_16: DGRDBBIEA56SSNUZ · pith_short_8: DGRDBBIE

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/DGRDBBIEA56SSNUZQBFFNYDWI2 \
  | 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: 19a2308504077d293699804a56e07646ac72e70ea3e88e8ccb7f1d9484350b75

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e34b40085a65355ad06a16108979e251d56e209cfde73d4bb5076d3bbc56dea3",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-02-26T15:45:58Z",
    "title_canon_sha256": "d516d7b3e3afd3410515833bb969ef30d910dce3b78c42bb7ea7aed5115636f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.11572",
    "kind": "arxiv",
    "version": 1
  }
}