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Pith Number

pith:PTLHHTU6

pith:2018:PTLHHTU6IIO62NCE66OSJUBWFC
not attested not anchored not stored refs pending

Strength in Numbers: Trading-off Robustness and Computation via Adversarially-Trained Ensembles

Brendan O'Donoghue, Edward Grefenstette, Grzegorz Swirszcz, Jonathan Uesato, Pushmeet Kohli, Robert Stanforth

arxiv:1811.09300 v1 · 2018-11-22 · cs.NE · cs.CR · cs.LG

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Receipt and verification
First computed2026-05-18T00:00:03.736710Z
Builderpith-number-builder-2026-05-17-v1
SignaturePith Ed25519 (pith-v1-2026-05) · public key
Schemapith-number/v1.0

Canonical hash

7cd673ce9e421ded3444f79d24d03628871f089fbdac3e569e9a5be149bb0bbc

Aliases

arxiv: 1811.09300 · arxiv_version: 1811.09300v1 · doi: 10.48550/arxiv.1811.09300
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PTLHHTU6IIO62NCE66OSJUBWFC \
  | 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: 7cd673ce9e421ded3444f79d24d03628871f089fbdac3e569e9a5be149bb0bbc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ef6076287995121fdae21d6395d234d853e9575d0ad2dd910111f8cd843df943",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2018-11-22T20:32:58Z",
    "title_canon_sha256": "2ecb524bcecd04afce51ed7eabaa2452fd9d9d4f62b4a226a921518891c7feba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.09300",
    "kind": "arxiv",
    "version": 1
  }
}