Pith Number

pith:X5C2XESA

pith:2023:X5C2XESA326GCJ7PLSTGUGB2UT

not attested not anchored not stored refs pending

Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens

Adarsh Subbaswamy, Alexej Gossmann, Berkman Sahiner, Fan Xia, Gene Pennello, Harvineet Singh, Jean Feng, Mi-Ok Kim, Nicholas Petrick, Romain Pirracchio

arxiv:2311.11463 v2 · 2023-11-20 · 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{X5C2XESA326GCJ7PLSTGUGB2UT}

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	2026-07-05T07:49:16.290527Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf45ab9240debc6127ef5ca66a183aa4f491722c4096ba2e9fe8a2ec42c98281

Aliases

arxiv: 2311.11463 · arxiv_version: 2311.11463v2 · doi: 10.48550/arxiv.2311.11463 · pith_short_12: X5C2XESA326G · pith_short_16: X5C2XESA326GCJ7P · pith_short_8: X5C2XESA

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/X5C2XESA326GCJ7PLSTGUGB2UT \
  | 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: bf45ab9240debc6127ef5ca66a183aa4f491722c4096ba2e9fe8a2ec42c98281

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e5fd56b0eb259053ead6f46b46a16c143d4d3a9f17eab0010ecc22c127cf535",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-20T00:15:16Z",
    "title_canon_sha256": "8fbc554c45e2db1a4758dfa9b55eb6e82682a99122e12771b472cdedf27ac118"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.11463",
    "kind": "arxiv",
    "version": 2
  }
}