Pith Number

pith:HWOXFQFP

pith:2024:HWOXFQFPAX5SQZJRZ7O36CDWBX

not attested not anchored not stored refs pending

Multi-Scenario Combination Based on Multi-Agent Reinforcement Learning to Optimize the Advertising Recommendation System

Chang Zhou, Chiyu Cheng, Jin Cao, Shaobo Liu, Xingchen Li, Yang Zhao, Yi Zhao

arxiv:2407.02759 v1 · 2024-07-03 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{HWOXFQFPAX5SQZJRZ7O36CDWBX}

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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

Dynamic Optimization of Storage Systems Using Reinforcement Learning Techniques

Receipt and verification

First computed	2026-07-05T08:39:41.197595Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3d9d72c0af05fb286531cfddbf08760dd53384e1a77db16c05ba36b7d1ca8436

Aliases

arxiv: 2407.02759 · arxiv_version: 2407.02759v1 · doi: 10.48550/arxiv.2407.02759 · pith_short_12: HWOXFQFPAX5S · pith_short_16: HWOXFQFPAX5SQZJR · pith_short_8: HWOXFQFP

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/HWOXFQFPAX5SQZJRZ7O36CDWBX \
  | 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: 3d9d72c0af05fb286531cfddbf08760dd53384e1a77db16c05ba36b7d1ca8436

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8e979a3e476cf468d7c7ebcef11e2e688126854ed78ade2dbc7be6a43ce8ec3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-03T02:33:20Z",
    "title_canon_sha256": "ef85f8032efb55f3d4e0fdc869e5a2845ed170eec9fd6ab0eb8460366d3cd885"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02759",
    "kind": "arxiv",
    "version": 1
  }
}