Pith Number

pith:ZCKDVONG

pith:2018:ZCKDVONGDPVB3GQMA4ZBDCNJVH

not attested not anchored not stored refs pending

Sim-to-Real Optimization of Complex Real World Mobile Network with Imperfect Information via Deep Reinforcement Learning from Self-play

Jin Yang, Qitao Song, Xin Chen, Yongxi Tan, Yunjun Chen, Zhangxiang Ye, Zhenqiang Su

arxiv:1802.06416 v3 · 2018-02-18 · cs.AI · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZCKDVONGDPVB3GQMA4ZBDCNJVH}

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	2026-05-17T23:58:56.147948Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8943ab9a61bea1d9a0c07321189a9a9ee666d56c0535b8aa940e8e0e9cb093e

Aliases

arxiv: 1802.06416 · arxiv_version: 1802.06416v3 · doi: 10.48550/arxiv.1802.06416 · pith_short_12: ZCKDVONGDPVB · pith_short_16: ZCKDVONGDPVB3GQM · pith_short_8: ZCKDVONG

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/ZCKDVONGDPVB3GQMA4ZBDCNJVH \
  | 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: c8943ab9a61bea1d9a0c07321189a9a9ee666d56c0535b8aa940e8e0e9cb093e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfa71c0fe56fac77af163208de476f42607bfb16765d88b06c4313e34e5c4d83",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-02-18T18:03:39Z",
    "title_canon_sha256": "4a6b3c0390ed5f28b5d56d9d488515d9b699b9fd57157d2f6ab9122a26e4d701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06416",
    "kind": "arxiv",
    "version": 3
  }
}