Pith Number

pith:ECPDOJ23

pith:2024:ECPDOJ236MFLCPVSDUDRO5TDET

not attested not anchored not stored refs pending

A Multi-Agent Multi-Environment Mixed Q-Learning for Partially Decentralized Wireless Network Optimization

Talha Bozkus, Urbashi Mitra

arxiv:2409.16450 v2 · 2024-09-24 · eess.SP · cs.LG

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

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\usepackage{pith}
\pithnumber{ECPDOJ236MFLCPVSDUDRO5TDET}

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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

Coverage Analysis for Digital Cousin Selection -- Improving Multi-Environment Q-Learning

Receipt and verification

First computed	2026-07-05T09:55:12.545032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

209e37275bf30ab13eb21d0717766324e6707e24c02605ae83696d4f37006ccd

Aliases

arxiv: 2409.16450 · arxiv_version: 2409.16450v2 · doi: 10.48550/arxiv.2409.16450 · pith_short_12: ECPDOJ236MFL · pith_short_16: ECPDOJ236MFLCPVS · pith_short_8: ECPDOJ23

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/ECPDOJ236MFLCPVSDUDRO5TDET \
  | 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: 209e37275bf30ab13eb21d0717766324e6707e24c02605ae83696d4f37006ccd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e981e529206a7634636976a0f310746aec9b4621449e11080ceaf8639f3c1eca",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2024-09-24T20:34:47Z",
    "title_canon_sha256": "681e7c34e7c41902a2a2f7e9a436edb43bdc0f57dd456d2cfa1762472f575694"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.16450",
    "kind": "arxiv",
    "version": 2
  }
}