Pith Number

pith:GLEDRMER

pith:2020:GLEDRMERSS2YK2UJZQVME3SCDI

not attested not anchored not stored refs pending

PaRoT: A Practical Framework for Robust Deep Neural Network Training

Edward Ayers, Francisco Eiras, Iain Whiteside, Majd Hawasly

arxiv:2001.02152 v3 · 2020-01-07 · cs.LG · 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{GLEDRMERSS2YK2UJZQVME3SCDI}

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	2026-07-05T00:50:27.000182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

32c838b09194b5856a89cc2ac26e421a02ea02ef11dfed2031071580b80f9bb1

Aliases

arxiv: 2001.02152 · arxiv_version: 2001.02152v3 · doi: 10.48550/arxiv.2001.02152 · pith_short_12: GLEDRMERSS2Y · pith_short_16: GLEDRMERSS2YK2UJ · pith_short_8: GLEDRMER

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/GLEDRMERSS2YK2UJZQVME3SCDI \
  | 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: 32c838b09194b5856a89cc2ac26e421a02ea02ef11dfed2031071580b80f9bb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "120e49dde5c539b730bf128c225f3c51ba0c915134e0709b93933f885feb07a7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-01-07T16:21:49Z",
    "title_canon_sha256": "563e6aca8760a790f63a5938e82775fdfd64c3b7136ad22e3b8184d718b6847b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2001.02152",
    "kind": "arxiv",
    "version": 3
  }
}