Pith Number

pith:5O27O4DQ

pith:2023:5O27O4DQEWBEZVFGXHZ4DBLEUR

not attested not anchored not stored refs pending

FeedbackLogs: Recording and Incorporating Stakeholder Feedback into Machine Learning Pipelines

Adrian Weller, Ameet Talwalkar, Ashley Casovan, Dhananjay Ashok, Emma Kallina, Katherine M. Collins, Matthew Barker, Umang Bhatt, Valerie Chen

arxiv:2307.15475 v1 · 2023-07-28 · cs.HC · 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{5O27O4DQEWBEZVFGXHZ4DBLEUR}

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	2026-07-05T06:35:35.390503Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebb5f7707025824cd4a6b9f3c18564a44bf58825301f21c6734e5c77bd3e94a3

Aliases

arxiv: 2307.15475 · arxiv_version: 2307.15475v1 · doi: 10.48550/arxiv.2307.15475 · pith_short_12: 5O27O4DQEWBE · pith_short_16: 5O27O4DQEWBEZVFG · pith_short_8: 5O27O4DQ

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/5O27O4DQEWBEZVFGXHZ4DBLEUR \
  | 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: ebb5f7707025824cd4a6b9f3c18564a44bf58825301f21c6734e5c77bd3e94a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "428516774ca608a4479f4144301288a803389764bdf83929ec2e99564426a779",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-07-28T11:00:29Z",
    "title_canon_sha256": "8601cd6564d666ad3041d9869cfad660ba7c5368bca219205b6e9cfb1e13a174"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.15475",
    "kind": "arxiv",
    "version": 1
  }
}