Pith Number

pith:CBMJ5EQL

pith:2024:CBMJ5EQLSCZAPHFO7IQ3QLUMT5

not attested not anchored not stored refs pending

Deep Multi-Objective Reinforcement Learning for Utility-Based Infrastructural Maintenance Optimization

Charalampos Andriotis, Diederik M. Roijers, Jesse van Remmerden, Maurice Kenter, Yingqian Zhang, Zaharah Bukhsh

arxiv:2406.06184 v2 · 2024-06-10 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CBMJ5EQLSCZAPHFO7IQ3QLUMT5}

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	2026-07-05T09:58:21.324157Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10589e920b90b2079caefa21b82e8c9f79042da2e85490ab382789a2e100853b

Aliases

arxiv: 2406.06184 · arxiv_version: 2406.06184v2 · doi: 10.48550/arxiv.2406.06184 · pith_short_12: CBMJ5EQLSCZA · pith_short_16: CBMJ5EQLSCZAPHFO · pith_short_8: CBMJ5EQL

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/CBMJ5EQLSCZAPHFO7IQ3QLUMT5 \
  | 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: 10589e920b90b2079caefa21b82e8c9f79042da2e85490ab382789a2e100853b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d298090948e5a411d88c53cc1fc21a9e4cc975df153b3e7c5a173b583a00819",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-10T11:28:25Z",
    "title_canon_sha256": "a0f53da55c2aa0f186fc0eac4504f23cc743d9595d3bc8a40217fc9e63fbd777"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.06184",
    "kind": "arxiv",
    "version": 2
  }
}