Pith Number

pith:N2VX2727

pith:2023:N2VX2727LE3FJJ6QWSROKDV7HU

not attested not anchored not stored refs pending

Difficult Lessons on Social Prediction from Wisconsin Public Schools

Juan C. Perdomo, Moritz Hardt, Rediet Abebe, Tolani Britton

arxiv:2304.06205 v2 · 2023-04-13 · cs.CY · cs.LG · econ.GN · q-fin.EC · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2VX2727LE3FJJ6QWSROKDV7HU}

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

4 papers in Pith

Bridging Predictions and Interventions: An Integrated Framework for Automated Decision-Systems

The Paradox of Prioritization in Public Sector Algorithms

Fairness Audits of Institutional Risk Models in Deployed ML Pipelines

Privacy, Prediction, and Allocation

Receipt and verification

First computed	2026-07-05T06:51:24.556829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eab7d7f5f593654a7d0b4a2e50ebf3d31d07eea65ccf473c2f3e1f829794f45

Aliases

arxiv: 2304.06205 · arxiv_version: 2304.06205v2 · doi: 10.48550/arxiv.2304.06205 · pith_short_12: N2VX2727LE3F · pith_short_16: N2VX2727LE3FJJ6Q · pith_short_8: N2VX2727

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/N2VX2727LE3FJJ6QWSROKDV7HU \
  | 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: 6eab7d7f5f593654a7d0b4a2e50ebf3d31d07eea65ccf473c2f3e1f829794f45

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4690322507cdcaa3da6004dbc82ade1266b067ac1af3d5c264f25d262536d2a0",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.GN",
      "q-fin.EC",
      "stat.AP"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2023-04-13T00:59:12Z",
    "title_canon_sha256": "e3724d47881b4d64bf1d541a0ffb913d755f5c403d0120358a8c3ff19ec141a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06205",
    "kind": "arxiv",
    "version": 2
  }
}