Pith Number

pith:24FI2QXC

pith:2024:24FI2QXCHAJUY6AWVDGCV3XHBM

not attested not anchored not stored refs pending

Graph Reinforcement Learning for Combinatorial Optimization: A Survey and Unifying Perspective

Mirco Musolesi, Stephen Hailes, Victor-Alexandru Darvariu

arxiv:2404.06492 v2 · 2024-04-09 · 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{24FI2QXCHAJUY6AWVDGCV3XHBM}

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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

2 papers in Pith

Baseline-Free Policy Optimization for Neural Combinatorial Optimization

Smart Transportation Without Neurons -- Fair Metro Network Expansion with Tabular Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:57:02.147593Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d70a8d42e238134c7816a8cc2aeee70b204d12daad1f538fe3032c1b24d5efb0

Aliases

arxiv: 2404.06492 · arxiv_version: 2404.06492v2 · doi: 10.48550/arxiv.2404.06492 · pith_short_12: 24FI2QXCHAJU · pith_short_16: 24FI2QXCHAJUY6AW · pith_short_8: 24FI2QXC

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/24FI2QXCHAJUY6AWVDGCV3XHBM \
  | 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: d70a8d42e238134c7816a8cc2aeee70b204d12daad1f538fe3032c1b24d5efb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbca436fbc1743365e0ff940046a52d678a1b30fecfb4a0621d3f84b17a2d3ab",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-09T17:45:25Z",
    "title_canon_sha256": "070facd95858e7785d24768d30a04d31c78f5d91cbd246c85c2e0f0dab5ade8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.06492",
    "kind": "arxiv",
    "version": 2
  }
}