Pith Number

pith:OPDCFWG5

pith:2021:OPDCFWG5BNC5OVJ5OFB2S2QXBC

not attested not anchored not stored refs pending

Coordinated Reinforcement Learning for Optimizing Mobile Networks

Hasan Farooq, Julien Forgeat, Maxime Bouton, Meral Shirazipour, Per Karlsson, Shruti Bothe

arxiv:2109.15175 v1 · 2021-09-30 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OPDCFWG5BNC5OVJ5OFB2S2QXBC}

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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

Action Dependency Graphs for Globally Optimal Coordinated Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:18:56.302038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

73c622d8dd0b45d7553d7143a96a1708ae78ccd4a456e7f513fa1fc175a43011

Aliases

arxiv: 2109.15175 · arxiv_version: 2109.15175v1 · doi: 10.48550/arxiv.2109.15175 · pith_short_12: OPDCFWG5BNC5 · pith_short_16: OPDCFWG5BNC5OVJ5 · pith_short_8: OPDCFWG5

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/OPDCFWG5BNC5OVJ5OFB2S2QXBC \
  | 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: 73c622d8dd0b45d7553d7143a96a1708ae78ccd4a456e7f513fa1fc175a43011

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "059b8fff4649f6f4f5c368c182a3809e53dd11d212472e845ccb8bdb275135d5",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-30T14:46:18Z",
    "title_canon_sha256": "8764fa265d21ed212898885d130a0e5b53277d2a57204362376c4e62395e31de"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.15175",
    "kind": "arxiv",
    "version": 1
  }
}