Pith Number

pith:VCU2NVUA

pith:2026:VCU2NVUABPJ4OKIZFY3RRT2UR7

not attested not anchored not stored refs pending

Actions Have Consequences: Detecting Outcome Performativity using Intervention Testing

Brandon Gower-Winter, Georg Krempl

arxiv:2607.26908 v1 · 2026-07-29 · 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{VCU2NVUABPJ4OKIZFY3RRT2UR7}

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	2026-07-30T01:22:57.862311Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

a8a9a6d6800bd3c729192e3718cf548ff26a8dcef32199e26b60e86f83831c67

Aliases

arxiv: 2607.26908 · arxiv_version: 2607.26908v1 · doi: 10.48550/arxiv.2607.26908 · pith_short_12: VCU2NVUABPJ4 · pith_short_16: VCU2NVUABPJ4OKIZ · pith_short_8: VCU2NVUA

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/VCU2NVUABPJ4OKIZFY3RRT2UR7 \
  | 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: a8a9a6d6800bd3c729192e3718cf548ff26a8dcef32199e26b60e86f83831c67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9194e0a447f7c82adf57b819474b5a51be9aa1151515622a46991f3fbdbd8da",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-29T13:39:29Z",
    "title_canon_sha256": "d3a0068f0f11e019407fa285b36fafec36dad13240dd1570e6e5f6021275c3bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.26908",
    "kind": "arxiv",
    "version": 1
  }
}