Pith Number

pith:T3QDGSFL

pith:2024:T3QDGSFLV63G2LOQXBWKAWCFGD

not attested not anchored not stored refs pending

RMIO: A Model-Based MARL Framework for Scenarios with Observation Loss in Some Agents

Meiqin Liu, Ronghao Zheng, Senlin Zhang, Shanling Dong, Zifeng Shi

arxiv:2411.19639 v1 · 2024-11-29 · cs.MA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T3QDGSFLV63G2LOQXBWKAWCFGD}

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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

Multi-Agent Reinforcement Learning in Wireless Distributed Networks for 6G

Receipt and verification

First computed	2026-07-05T10:01:58.263482Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ee03348abafb66d2dd0b86ca0584530eb20a6e883b750d87982391b1f4ffbd6

Aliases

arxiv: 2411.19639 · arxiv_version: 2411.19639v1 · doi: 10.48550/arxiv.2411.19639 · pith_short_12: T3QDGSFLV63G · pith_short_16: T3QDGSFLV63G2LOQ · pith_short_8: T3QDGSFL

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/T3QDGSFLV63G2LOQXBWKAWCFGD \
  | 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: 9ee03348abafb66d2dd0b86ca0584530eb20a6e883b750d87982391b1f4ffbd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c51e6aa4591517ffb3a871d244ac5a74be6cbec7a7b5d0def7be1a6adeb56da",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2024-11-29T11:45:21Z",
    "title_canon_sha256": "7fd9d6b906426c39bbb21f7344a74f293d0fc2e92011082f78c6b1f188b4ebb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19639",
    "kind": "arxiv",
    "version": 1
  }
}