Pith Number

pith:36FY4AWU

pith:2025:36FY4AWUKGHJUV5IEFU6T3S3LL

not attested not anchored not stored refs pending

Strategic Classification with Randomised Classifiers

Henry Gouk, Jack Geary

arxiv:2502.01313 v2 · 2025-02-03 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{36FY4AWUKGHJUV5IEFU6T3S3LL}

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

3 papers in Pith

Ambiguous Strategic Classification

Non-Linear Strategic Classification Made Practical

Robust Strategic Classification under Decision-Dependent Cost Uncertainty

Receipt and verification

First computed	2026-07-05T11:03:56.095537Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

df8b8e02d4518e9a57a82169e9ee5b5afdc94c6901232104ea7aac31f6ab01a7

Aliases

arxiv: 2502.01313 · arxiv_version: 2502.01313v2 · doi: 10.48550/arxiv.2502.01313 · pith_short_12: 36FY4AWUKGHJ · pith_short_16: 36FY4AWUKGHJUV5I · pith_short_8: 36FY4AWU

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/36FY4AWUKGHJUV5IEFU6T3S3LL \
  | 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: df8b8e02d4518e9a57a82169e9ee5b5afdc94c6901232104ea7aac31f6ab01a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "301e8fe254b36f4ee0fe9be2e74b2dadfa525bf37471edcae96e7e7e92328a4c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-03T12:41:55Z",
    "title_canon_sha256": "ae09964328b07e086a053e7d4b5bba028e65ba31c3783bf0376ec2abdccd2ef4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01313",
    "kind": "arxiv",
    "version": 2
  }
}