Pith Number

pith:BTRM4EWU

pith:2023:BTRM4EWUNPUTREKHDI57QRRHZ3

not attested not anchored not stored refs pending

Deep reinforcement learning for machine scheduling: Methodology, the state-of-the-art, and future directions

Ardeshir Shojaeinasab, Homayoun Najjaran, Marjan Yaghoubi, Maryam Ahang, Masoud Jalayer, Maziyar Khadivi, Todd Charter

arxiv:2310.03195 v1 · 2023-10-04 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BTRM4EWUNPUTREKHDI57QRRHZ3}

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

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

Receipt and verification

First computed	2026-07-05T10:06:37.972534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0ce2ce12d46be93891471a3bf84627ceea9bfda2b58fc85b9eb87b712244d989

Aliases

arxiv: 2310.03195 · arxiv_version: 2310.03195v1 · doi: 10.48550/arxiv.2310.03195 · pith_short_12: BTRM4EWUNPUT · pith_short_16: BTRM4EWUNPUTREKH · pith_short_8: BTRM4EWU

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/BTRM4EWUNPUTREKHDI57QRRHZ3 \
  | 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: 0ce2ce12d46be93891471a3bf84627ceea9bfda2b58fc85b9eb87b712244d989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7e947f735273be17cfb8d1451a0bdd9217e2c766fc563198177a989b09d99ae0",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T22:45:09Z",
    "title_canon_sha256": "523f5508bdf1a18362963f776d168ca4dea2dfe55eeca056fcab21770855bcb6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03195",
    "kind": "arxiv",
    "version": 1
  }
}