Pith Number

pith:QH55RYG6

pith:2023:QH55RYG6RRZCFTEVNK353U6MXQ

not attested not anchored not stored refs pending

Multi-Objective Reinforcement Learning Based on Decomposition: A Taxonomy and Framework

El-Ghazali Talbi, Florian Felten, Gr\'egoire Danoy

arxiv:2311.12495 v2 · 2023-11-21 · 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{QH55RYG6RRZCFTEVNK353U6MXQ}

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

Reinforcement Learning for Multi-Objective Multi-Echelon Supply Chain Optimisation

Receipt and verification

First computed	2026-07-05T07:41:00.065264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81fbd8e0de8c7222cc956ab7ddd3ccbc30d2b8ba6b552cf2cabcebb24b7d7dde

Aliases

arxiv: 2311.12495 · arxiv_version: 2311.12495v2 · doi: 10.48550/arxiv.2311.12495 · pith_short_12: QH55RYG6RRZC · pith_short_16: QH55RYG6RRZCFTEV · pith_short_8: QH55RYG6

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/QH55RYG6RRZCFTEVNK353U6MXQ \
  | 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: 81fbd8e0de8c7222cc956ab7ddd3ccbc30d2b8ba6b552cf2cabcebb24b7d7dde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52554b5c7a6f140d07538244abf72b3f259998afba1df8ede3997dc94f0fca44",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-21T10:11:19Z",
    "title_canon_sha256": "7159ae6b6508a9b6b58f53bcb32bd4a2c4512d3831894af0712edf441f817b7a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12495",
    "kind": "arxiv",
    "version": 2
  }
}