Pith Number

pith:4WHJ2FYV

pith:2025:4WHJ2FYVM6RQ42RZU2PUMBN24B

not attested not anchored not stored refs pending

An Innovative Data-Driven and Adaptive Reinforcement Learning Approach for Context-Aware Prescriptive Process Monitoring

Homayoun Najjaran, Maryam Ahang, Maziyar Khadivi, Mostafa Abbasi, Patricia Lasserre, Yves Lucet

arxiv:2501.10543 v2 · 2025-01-17 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4WHJ2FYVM6RQ42RZU2PUMBN24B}

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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.

Cited by

1 paper in Pith

An Innovative Next Activity Prediction Using Process Entropy and Dynamic Attribute-Wise-Transformer in Predictive Business Process Monitoring

Receipt and verification

First computed	2026-07-05T11:10:50.539142Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e58e9d171567a30e6a39a69f4605bae04dc8fc3c656812c62acd9343b14ab8e1

Aliases

arxiv: 2501.10543 · arxiv_version: 2501.10543v2 · doi: 10.48550/arxiv.2501.10543 · pith_short_12: 4WHJ2FYVM6RQ · pith_short_16: 4WHJ2FYVM6RQ42RZ · pith_short_8: 4WHJ2FYV

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/4WHJ2FYVM6RQ42RZU2PUMBN24B \
  | 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: e58e9d171567a30e6a39a69f4605bae04dc8fc3c656812c62acd9343b14ab8e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65547e5cb61a30f6dfef1511712e72e28309f832330943cc68c5d07fb4c2a35a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-17T20:31:35Z",
    "title_canon_sha256": "5e954e6ce7b112ade5594bb872ab9b79b72a46c9d567df222504f4649c9b205c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.10543",
    "kind": "arxiv",
    "version": 2
  }
}