Pith Number

pith:F23N6HGG

pith:2025:F23N6HGGFV4S4NHJTMIJNPXYIU

not attested not anchored not stored refs pending

Monitor and Recover: A Paradigm for Future Research on Distribution Shift in Learning-Enabled Cyber-Physical Systems

Insup Lee, Vivian Lin

arxiv:2504.13484 v1 · 2025-04-18 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F23N6HGGFV4S4NHJTMIJNPXYIU}

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	2026-07-05T10:50:56.299287Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2eb6df1cc62d792e34e99b1096bef84503addc669d08def6576532552d6c85e3

Aliases

arxiv: 2504.13484 · arxiv_version: 2504.13484v1 · doi: 10.48550/arxiv.2504.13484 · pith_short_12: F23N6HGGFV4S · pith_short_16: F23N6HGGFV4S4NHJ · pith_short_8: F23N6HGG

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/F23N6HGGFV4S4NHJTMIJNPXYIU \
  | 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: 2eb6df1cc62d792e34e99b1096bef84503addc669d08def6576532552d6c85e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f1ae9690212a7912bde35f2c5316ee00069de73d2e90a83e3f52973d56ac91e",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-18T05:48:35Z",
    "title_canon_sha256": "a9cc29648564b2b1a48da725fdd997693623df445ce1712ff700f71508672018"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.13484",
    "kind": "arxiv",
    "version": 1
  }
}