Pith Number

pith:BPPBYE2C

pith:2023:BPPBYE2CBM6BE2XS3NRUJCS7S4

not attested not anchored not stored refs pending

Model Monitoring and Robustness of In-Use Machine Learning Models: Quantifying Data Distribution Shifts Using Population Stability Index

Aria Khademi, Devesh Upadhyay, Michael Hopka

arxiv:2302.00775 v1 · 2023-02-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BPPBYE2CBM6BE2XS3NRUJCS7S4}

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

Adversarial Evasion in Non-Stationary Malware Detection: Minimizing Drift Signals through Similarity-Constrained Perturbations

Receipt and verification

First computed	2026-07-05T05:38:12.087183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bde1c13420b3c126af2db63448a5f97275b2c1f2d8ecfff408608c5eb1dfb89

Aliases

arxiv: 2302.00775 · arxiv_version: 2302.00775v1 · doi: 10.48550/arxiv.2302.00775 · pith_short_12: BPPBYE2CBM6B · pith_short_16: BPPBYE2CBM6BE2XS · pith_short_8: BPPBYE2C

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/BPPBYE2CBM6BE2XS3NRUJCS7S4 \
  | 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: 0bde1c13420b3c126af2db63448a5f97275b2c1f2d8ecfff408608c5eb1dfb89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4dad4e81ddcdcf7bde8dbb20b1104f6437ad07b6921b1bccdd9def4d3a41408a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-01T22:06:31Z",
    "title_canon_sha256": "2b0d86281a3df22899666641a4156ae5a9d50682b6173e4836a0accd67d342d0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00775",
    "kind": "arxiv",
    "version": 1
  }
}