Pith Number

pith:MDQ3SQFV

pith:2025:MDQ3SQFVGNPI6JQQJR76U4STBQ

not attested not anchored not stored refs pending

From Tea Leaves to System Maps: A Survey and Framework on Context-aware Machine Learning Monitoring

Claudia Raibulet, Ilias Gerostathopoulos, Joran Leest, Patricia Lago

arxiv:2506.10770 v3 · 2025-06-12 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MDQ3SQFVGNPI6JQQJR76U4STBQ}

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	2026-07-05T11:58:31.215588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60e1b940b5335e8f26104c7fea72530c0bf51cd01d95d85140efb2074317ff87

Aliases

arxiv: 2506.10770 · arxiv_version: 2506.10770v3 · doi: 10.48550/arxiv.2506.10770 · pith_short_12: MDQ3SQFVGNPI · pith_short_16: MDQ3SQFVGNPI6JQQ · pith_short_8: MDQ3SQFV

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/MDQ3SQFVGNPI6JQQJR76U4STBQ \
  | 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: 60e1b940b5335e8f26104c7fea72530c0bf51cd01d95d85140efb2074317ff87

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ab00267ee3c6569c2fb9aae1687e2f0f95ff13fda05ff26e709560d7628ad0c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2025-06-12T14:49:42Z",
    "title_canon_sha256": "0e36028c61099f9f631f54d7865c1d2fc8e4cf0c25033f201c0b01bb3a6c4209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.10770",
    "kind": "arxiv",
    "version": 3
  }
}