Pith Number

pith:RJRCTZ54

pith:2024:RJRCTZ543POPGBLEPL3ZVARRLC

not attested not anchored not stored refs pending

Towards Enhancing the Reproducibility of Deep Learning Bugs: An Empirical Study

Foutse Khomh, Mehil B. Shah, Mohammad Masudur Rahman

arxiv:2401.03069 v4 · 2024-01-05 · cs.SE · 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{RJRCTZ543POPGBLEPL3ZVARRLC}

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	2026-07-05T09:23:46.411789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8a6229e7bcdbdcf305647af79a823158a28c33968e56727d3966e27ecfec5867

Aliases

arxiv: 2401.03069 · arxiv_version: 2401.03069v4 · doi: 10.48550/arxiv.2401.03069 · pith_short_12: RJRCTZ543POP · pith_short_16: RJRCTZ543POPGBLE · pith_short_8: RJRCTZ54

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/RJRCTZ543POPGBLEPL3ZVARRLC \
  | 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: 8a6229e7bcdbdcf305647af79a823158a28c33968e56727d3966e27ecfec5867

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f063d41fe737e6f2409db368c99d59cef386d3aa1a76a08e2cbc277f5a8329a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-01-05T21:30:13Z",
    "title_canon_sha256": "3658c852bef272b9b4dd4c5b407810270d2fef08598ab2988b79f9032d2a39e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.03069",
    "kind": "arxiv",
    "version": 4
  }
}