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Pith Number

pith:3AZHXLTA

pith:2022:3AZHXLTAS5JKTH6PIBRSMGTNGB
not attested not anchored not stored refs pending

Network Resource Allocation Strategy Based on Deep Reinforcement Learning

Chao Wang, Junsan Zhang, Peiying Zhang, Shidong Zhang, Xinhong You, Youxiang Duan

arxiv:2202.03193 v1 · 2022-02-03 · cs.DC · cs.LG · cs.NI

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\usepackage{pith}
\pithnumber{3AZHXLTAS5JKTH6PIBRSMGTNGB}

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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.
Receipt and verification
First computed 2026-07-05T03:54:36.507967Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d8327bae609752a99fcf4063261a6d305727fe0a92c001918507f4462a8c515d

Aliases

arxiv: 2202.03193 · arxiv_version: 2202.03193v1 · doi: 10.48550/arxiv.2202.03193 · pith_short_12: 3AZHXLTAS5JK · pith_short_16: 3AZHXLTAS5JKTH6P · pith_short_8: 3AZHXLTA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3AZHXLTAS5JKTH6PIBRSMGTNGB \
  | 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: d8327bae609752a99fcf4063261a6d305727fe0a92c001918507f4462a8c515d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "efa73b8cd9db52e3f25048230a08338c9b33f20534f0120ff36b47e041d36a59",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-02-03T06:53:00Z",
    "title_canon_sha256": "1f58c3e161e8a9149fe18f5e660265045c0e192e503dcfbd21eba9bc389a8c22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03193",
    "kind": "arxiv",
    "version": 1
  }
}