Pith Number

pith:ZMIVZC4L

pith:2022:ZMIVZC4L5HJ7IMQJDMX4FJQZJV

not attested not anchored not stored refs pending

In What Ways Are Deep Neural Networks Invariant and How Should We Measure This?

Grayson Jorgenson, Henry Kvinge, Jesse D. Lew, Scott Vasquez, Tegan H. Emerson, Timothy Doster

arxiv:2210.03773 v1 · 2022-10-07 · cs.LG · 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{ZMIVZC4L5HJ7IMQJDMX4FJQZJV}

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	2026-07-05T05:04:32.143004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb115c8b8be9d3f432091b2fc2a6194d50393c28001af2754d8f135c248e6bf6

Aliases

arxiv: 2210.03773 · arxiv_version: 2210.03773v1 · doi: 10.48550/arxiv.2210.03773 · pith_short_12: ZMIVZC4L5HJ7 · pith_short_16: ZMIVZC4L5HJ7IMQJ · pith_short_8: ZMIVZC4L

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/ZMIVZC4L5HJ7IMQJDMX4FJQZJV \
  | 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: cb115c8b8be9d3f432091b2fc2a6194d50393c28001af2754d8f135c248e6bf6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "00047d0e67ed8fd58d5620335749e6e9b62872e782be724d9f81595dc16fc32f",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-07T18:43:21Z",
    "title_canon_sha256": "27c119f2b09a7cbb8f6e6f38c47d4e1b16a61ee7d0b06acdda796da017fe2a81"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.03773",
    "kind": "arxiv",
    "version": 1
  }
}