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Pith Number

pith:4F2ZGR5Y

pith:2019:4F2ZGR5YCK2XSGI6R7QW3CW4QG
not attested not anchored not stored refs pending

Learning Deterministic Policy with Target for Power Control in Wireless Networks

Daren Zhu, Feng Wu, Hancheng Lu, Liangliang Cao, Yujiao Lu

arxiv:1902.07903 v1 · 2019-02-21 · cs.NI · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4F2ZGR5YCK2XSGI6R7QW3CW4QG}

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 2026-05-17T23:53:03.530758Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e1759347b812b579191e8fe16d8adc819aa928f95a79e592293310d08f88d43c

Aliases

arxiv: 1902.07903 · arxiv_version: 1902.07903v1 · doi: 10.48550/arxiv.1902.07903 · pith_short_12: 4F2ZGR5YCK2X · pith_short_16: 4F2ZGR5YCK2XSGI6 · pith_short_8: 4F2ZGR5Y
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4F2ZGR5YCK2XSGI6R7QW3CW4QG \
  | 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: e1759347b812b579191e8fe16d8adc819aa928f95a79e592293310d08f88d43c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d3041522adc3b8dff52b47ba4d03e5fd9e3b69c7b27cceece70985cf8339be55",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2019-02-21T07:57:18Z",
    "title_canon_sha256": "5a3e6add0956333bcfefbef17176f61c14a3c6b73b66ce0db00fd3bdc862b0b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.07903",
    "kind": "arxiv",
    "version": 1
  }
}