Pith Number

pith:NR6Q5CDE

pith:2024:NR6Q5CDEVK7DBHL5MKTW6OLI3I

not attested not anchored not stored refs pending

Who's Gaming the System? A Causally-Motivated Approach for Detecting Strategic Adaptation

Jenna Wiens, Lindsay Warrenburg, Maggie Makar, Ravi B. Parikh, Sae-Hwan Park, Trenton Chang

arxiv:2412.02000 v1 · 2024-12-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NR6Q5CDEVK7DBHL5MKTW6OLI3I}

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

1 paper in Pith

Incentive-Aware Machine Learning; Robustness, Fairness, Improvement & Causality

Receipt and verification

First computed	2026-07-05T09:43:42.162600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c7d0e8864aabe309d7d62a76f3968da1dd4425731a9e95572de51adb405620d

Aliases

arxiv: 2412.02000 · arxiv_version: 2412.02000v1 · doi: 10.48550/arxiv.2412.02000 · pith_short_12: NR6Q5CDEVK7D · pith_short_16: NR6Q5CDEVK7DBHL5 · pith_short_8: NR6Q5CDE

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/NR6Q5CDEVK7DBHL5MKTW6OLI3I \
  | 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: 6c7d0e8864aabe309d7d62a76f3968da1dd4425731a9e95572de51adb405620d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "432f1baab7c6659d5127219f2c49764f2eebae8d522a4b48fab949b93c739029",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T22:07:48Z",
    "title_canon_sha256": "d3d3c35f9feccb6a421155126fcf9ac36d6392207d9236cccfe57a82784df805"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.02000",
    "kind": "arxiv",
    "version": 1
  }
}