Pith Number

pith:F32P7XGE

pith:2022:F32P7XGEXHE5PZT6YUAXRG5SRQ

not attested not anchored not stored refs pending

Operationalizing Machine Learning: An Interview Study

Aditya G. Parameswaran, Joseph M. Hellerstein, Rolando Garcia, Shreya Shankar

arxiv:2209.09125 v1 · 2022-09-16 · cs.SE · cs.HC · 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{F32P7XGEXHE5PZT6YUAXRG5SRQ}

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

2 papers in Pith

GPUAlert: A Zero-Instrumentation Process-Boundary Monitor for Diagnosing GPU Training-Job Failures

SpecDetect4ML: Detecting Non-Local ML Code Smells with Code Property Graphs

Receipt and verification

First computed	2026-07-05T04:58:49.721837Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ef4ffdcc4b9c9d7e67ec501789bb28c3f5b98287c14853d73207cffba379561

Aliases

arxiv: 2209.09125 · arxiv_version: 2209.09125v1 · doi: 10.48550/arxiv.2209.09125 · pith_short_12: F32P7XGEXHE5 · pith_short_16: F32P7XGEXHE5PZT6 · pith_short_8: F32P7XGE

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/F32P7XGEXHE5PZT6YUAXRG5SRQ \
  | 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: 2ef4ffdcc4b9c9d7e67ec501789bb28c3f5b98287c14853d73207cffba379561

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "269a20809cba3fa480ed0c5f6cb72fc42d6bf7355a5484cd39629b5f07fda230",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2022-09-16T16:59:36Z",
    "title_canon_sha256": "b601e0fdca3c14a4ec64a85b012f2ffeb49c93c342833dc42730443568230a1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.09125",
    "kind": "arxiv",
    "version": 1
  }
}