Pith Number

pith:D2GXMGTG

pith:2021:D2GXMGTGD7JXFHXAKVWKMIRW3P

not attested not anchored not stored refs pending

An Experience Report on Machine Learning Reproducibility: Guidance for Practitioners and TensorFlow Model Garden Contributors

Akhil Chinnakotla, Anirudh Vegesana, George K. Thiruvathukal, James C. Davis, Kruthi Krishnappa, Naveen Vivek, Vishnu Banna, Wenxin Jiang, Yung-Hsiang Lu, Zhengxin Yan

arxiv:2107.00821 v2 · 2021-07-02 · cs.SE · cs.AI · 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{D2GXMGTGD7JXFHXAKVWKMIRW3P}

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.

Cited by

1 paper in Pith

Recommending Pre-Trained Models for IoT Devices

Receipt and verification

First computed	2026-07-05T03:01:36.837583Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e8d761a661fd3729ee0556ca62236dbc83a504bbff741c4adca8788d7078334

Aliases

arxiv: 2107.00821 · arxiv_version: 2107.00821v2 · doi: 10.48550/arxiv.2107.00821 · pith_short_12: D2GXMGTGD7JX · pith_short_16: D2GXMGTGD7JXFHXA · pith_short_8: D2GXMGTG

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/D2GXMGTGD7JXFHXAKVWKMIRW3P \
  | 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: 1e8d761a661fd3729ee0556ca62236dbc83a504bbff741c4adca8788d7078334

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3842ae702efaf73cf79fe5462103fcdd57b6f31ed88ab5e5a152a29c668381af",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2021-07-02T04:32:18Z",
    "title_canon_sha256": "d5825f69eb50f3cb3d47f11f49aef89b963c6313ce6b19aef0233373ed540634"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.00821",
    "kind": "arxiv",
    "version": 2
  }
}