Pith Number

pith:QZESQVPF

pith:2019:QZESQVPFVNHIS4P5WH7I6OE74W

not attested not anchored not stored refs pending

Mix & Match: training convnets with mixed image sizes for improved accuracy, speed and scale resiliency

Berry Weinstein, Daniel Soudry, Elad Hoffer, Itay Hubara, Tal Ben-Nun, Torsten Hoefler

arxiv:1908.08986 v1 · 2019-08-12 · cs.CV · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{QZESQVPFVNHIS4P5WH7I6OE74W}

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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

Vision Transformers Need Registers

Receipt and verification

First computed	2026-07-04T23:59:35.564633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86492855e5ab4e8971fdb1fe8f389fe582d76f0b70ff8d8470593ee1ebf1c7af

Aliases

arxiv: 1908.08986 · arxiv_version: 1908.08986v1 · doi: 10.48550/arxiv.1908.08986 · pith_short_12: QZESQVPFVNHI · pith_short_16: QZESQVPFVNHIS4P5 · pith_short_8: QZESQVPF

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/QZESQVPFVNHIS4P5WH7I6OE74W \
  | 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: 86492855e5ab4e8971fdb1fe8f389fe582d76f0b70ff8d8470593ee1ebf1c7af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c0279b2b9de04f7b35616a6e8d709acbe5de9b59aaed267048fb2e85c9cdb84",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-08-12T08:27:49Z",
    "title_canon_sha256": "2a6dc8e1e37a909021df8c1e3a72cfe6b5a048143a4ee063ada168e69bdaa16d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.08986",
    "kind": "arxiv",
    "version": 1
  }
}