Pith. sign in
Pith Number

pith:5ADURJU3

pith:2025:5ADURJU3MQ32FPMK5VF7BEGONW
not attested not anchored not stored refs pending

Generative Machine Learning in Adaptive Control of Dynamic Manufacturing Processes: A Review

Hyunwoong Ko, Suk Ki Lee

arxiv:2505.00210 v2 · 2025-04-30 · cs.LG · cs.CE · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5ADURJU3MQ32FPMK5VF7BEGONW}

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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 2026-07-05T11:57:56.236426Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e80748a69b6437a2bd8aed4bf090ce6d81db4937aa65ac9ad3e67ea94fc3c640

Aliases

arxiv: 2505.00210 · arxiv_version: 2505.00210v2 · doi: 10.48550/arxiv.2505.00210 · pith_short_12: 5ADURJU3MQ32 · pith_short_16: 5ADURJU3MQ32FPMK · pith_short_8: 5ADURJU3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5ADURJU3MQ32FPMK5VF7BEGONW \
  | 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: e80748a69b6437a2bd8aed4bf090ce6d81db4937aa65ac9ad3e67ea94fc3c640
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "321dc09b293244c226ba828750bb10c0f7e2375b702649431fb05dc2a75b03a8",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-30T22:48:04Z",
    "title_canon_sha256": "1aeec56b6a1fdf3d3387f6e1362f86b10fdd6a4f64a1d8930abe4e864acdae8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.00210",
    "kind": "arxiv",
    "version": 2
  }
}