Pith Number

pith:M7GSVF7S

pith:2026:M7GSVF7S6JMKYSLCROA6EKYWK6

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Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks

Michael Segal, Nir Shlezinger, Tomer Alter

Graph neural networks enable decentralized transmit power optimization across multiple channels in mobile ad hoc networks.

arxiv:2605.12612 v1 · 2026-05-12 · cs.NI

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\pithnumber{M7GSVF7S6JMKYSLCROA6EKYWK6}

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Record completeness

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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.

Claims

C1strongest claim

MANET-GNN achieves high-throughput multi-channel communication across diverse MANET scenarios.

C2weakest assumption

That a message-passing GNN trained unsupervised on graph topology will generalize to unseen topologies and channel conditions while remaining robust to noisy CSI.

C3one line summary

MANET-GNN is a GNN-based method for decentralized multi-channel power optimization in MANETs that achieves high throughput via unsupervised training on network topology.

References

31 extracted · 31 resolved · 0 Pith anchors

[1] B. Tavli and W. Heinzelman,Mobile Ad hoc networks. Springer, 2006 2006

[2] Software- defined networking meets software-defined radio in mobile ad hoc networks: state of the art and future directions, 2022

[3] A multi-channel MAC protocol with retrodirective array antennas in flying ad hoc networks, 2021

[4] A novel MIMO-OFDM based MAC protocol for V ANETs, 2022

[5] Joint fairness and efficiency optimization for CSMA/CA-based multi-user MIMO UA V ad hoc networks, 2024

Receipt and verification

First computed	2026-05-18T03:10:00.607163Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67cd2a97f2f258ac49628b81e22b1657a8f87adc4459513d112ffe093356a8fb

Aliases

arxiv: 2605.12612 · arxiv_version: 2605.12612v1 · doi: 10.48550/arxiv.2605.12612 · pith_short_12: M7GSVF7S6JMK · pith_short_16: M7GSVF7S6JMKYSLC · pith_short_8: M7GSVF7S

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/M7GSVF7S6JMKYSLCROA6EKYWK6 \
  | 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: 67cd2a97f2f258ac49628b81e22b1657a8f87adc4459513d112ffe093356a8fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "054daeda68ac0765980c9ea85cc37a11878a60ee80b9a87eaf3ae7b044af97b4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-05-12T18:02:47Z",
    "title_canon_sha256": "e4749be6f7711deb202db9883820037d8093a2188f6816d65b7e6d6db224d3cf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.12612",
    "kind": "arxiv",
    "version": 1
  }
}