Pith Number

pith:L6MKXRRN

pith:2018:L6MKXRRN2GNDMVMBLB7EVPCGPL

not attested not anchored not stored refs pending

Applications of Deep Reinforcement Learning in Communications and Networking: A Survey

Dinh Thai Hoang, Dong In Kim, Dusit Niyato, Nguyen Cong Luong, Ping Wang, Shimin Gong, Ying-Chang Liang

arxiv:1810.07862 v1 · 2018-10-18 · cs.NI · 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{L6MKXRRN2GNDMVMBLB7EVPCGPL}

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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

Machine Learning for Resource Management in Cellular and IoT Networks: Potentials, Current Solutions, and Open Challenges

Receipt and verification

First computed	2026-05-18T00:02:54.004612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f98abc62dd19a365581587e4abc467ad075d894ef885027893af6de194cbbc3

Aliases

arxiv: 1810.07862 · arxiv_version: 1810.07862v1 · doi: 10.48550/arxiv.1810.07862 · pith_short_12: L6MKXRRN2GND · pith_short_16: L6MKXRRN2GNDMVMB · pith_short_8: L6MKXRRN

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/L6MKXRRN2GNDMVMBLB7EVPCGPL \
  | 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: 5f98abc62dd19a365581587e4abc467ad075d894ef885027893af6de194cbbc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62def7c15c0883cf86f0baa1d3c3ca8eb53ced9e35e613c78f0b1da03b24d94c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2018-10-18T01:47:19Z",
    "title_canon_sha256": "9a64396224ab597b65435a21a3ecda437e2b9bd399556e8f14fe08e609b5ec8b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.07862",
    "kind": "arxiv",
    "version": 1
  }
}