Pith Number

pith:TXEXBJWV

pith:2021:TXEXBJWVUEBPFNNQC6LOXILKNS

not attested not anchored not stored refs pending

Exploring the Role of Machine Learning in Scientific Workflows: Opportunities and Challenges

Azita Nouri, Manish Parashar, Philip E. Davis, Pradeep Subedi

arxiv:2110.13999 v1 · 2021-10-26 · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TXEXBJWVUEBPFNNQC6LOXILKNS}

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	2026-07-05T03:26:22.705917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9dc970a6d5a102f2b5b01796eba16a6c9671f1e2a8d6a522f008d8ba1bd578bc

Aliases

arxiv: 2110.13999 · arxiv_version: 2110.13999v1 · doi: 10.48550/arxiv.2110.13999 · pith_short_12: TXEXBJWVUEBP · pith_short_16: TXEXBJWVUEBPFNNQ · pith_short_8: TXEXBJWV

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/TXEXBJWVUEBPFNNQC6LOXILKNS \
  | 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: 9dc970a6d5a102f2b5b01796eba16a6c9671f1e2a8d6a522f008d8ba1bd578bc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "76c78127ab67c377e9bfb92a86f248a80661c55d1753a560d27975f93e7f3764",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2021-10-26T20:06:44Z",
    "title_canon_sha256": "1b45f3a327b09584b7dcd856ba3a5e806423c9c70bab23e8b352cceb75033265"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.13999",
    "kind": "arxiv",
    "version": 1
  }
}