Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-14T20:25:11.710795Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2605.12612.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-14T20:25:11.710795Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
31 of 31 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0f27e2f4-fdf1-43e9-9695-22253f8b42e4 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Tavli and W
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1ab306a-dd7a-48f6-a567-b0c286de3bbb · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Software- defined networking meets software-defined radio in mobile ad hoc networks: state of the art and future directions
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c45e8b3e-6f45-41fd-b67a-9e739f59193a · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks A multi-channel MAC protocol with retrodirective array antennas in flying ad hoc networks
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 966a7d33-7d78-4433-96bc-2ba8afe6e756 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks A novel MIMO-OFDM based MAC protocol for V ANETs
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe7ca733-cfb5-4679-b11c-fbf1ec9ed05f · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Joint fairness and efficiency optimization for CSMA/CA-based multi-user MIMO UA V ad hoc networks
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 745e3676-5620-4200-9e44-12c945468fd3 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Survey on power-aware optimization solutions for MANETs
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad70c369-cdeb-4d4e-ac63-1d7bab078d1d · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks PAMAS—power aware multi-access protocol with signalling for ad hoc networks
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 62e3ae3a-3ce0-4b17-8828-328144fa8fdd · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks An energy-efficient MAC protocol for wireless sensor networks
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 06f2b11f-c965-4753-9169-e540e5b21b60 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Power-aware routing based on the energy drain rate for mobile ad hoc networks
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c6430cc8-50f1-4046-a200-56734602bdfa · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks GPSR: Greedy perimeter stateless routing for wireless networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 379b0cc4-b1c2-4e36-b272-c18e8f8c9175 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Online power-aware routing in wireless ad-hoc networks
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7b8ba3e2-f2e0-4915-a7c6-dfe3eb44fbb7 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Efficient power aware AODV routing protocol in MANET
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 10552377-2b1a-4234-81cc-4e080233d252 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks GROWS: improving decentralized resource allocation in wireless networks through graph neural networks
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 473557ca-737a-4a8a-a59d-97499dd4f951 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Graph neural network meets multi-agent reinforcement learning: Fundamentals, applications, and future directions
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7dad3dd0-f160-4ad3-9478-71854ede99be · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Model-based deep learning: On the intersection of deep learning and optimization
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 13b77845-8af1-4415-84ed-2effcfe329f1 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Rapid optimization of superposition codes for multi-hop NOMA MANETs via deep unfolding
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7d9f3028-e468-472e-bdd7-e6c83b6ceccd · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Distributed learn-to-optimize: Limited communications optimization over networks via deep unfolded distributed ADMM
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f174fbc8-bbbc-468d-aa49-af939baa4bef · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Optimal wireless resource allocation with random edge graph neural networks
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 20233013-8af9-4564-9568-8740eb56a7c8 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Graph neural networks for distributed power allocation in wireless networks: Aggregation over-the-air
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 72fd695b-8c88-4880-a3d6-c224d8ea0d62 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Distributed link sparsification for scalable scheduling using graph neural networks
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1ae5c4db-dd8e-496e-9ad9-50e1588617f7 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Power allocation for wireless federated learning using graph neural networks
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 550baea1-1629-4c54-b42a-873af3751a04 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Learning to optimize: A primer and a benchmark
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8fcbb9b4-3f9c-4a0d-9b70-b238ae4f26f1 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Graph neural networks for scalable radio resource management: Architecture design and theoretical analysis
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e088249-1427-4754-be94-1ff7c554d40c · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Graph neural networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2bf087a6-613c-4f94-9270-a4745d2c8695 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks How powerful are k-hop message passing graph neural networks
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74c22407-a138-42dd-ba76-5e8cfdfe474f · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Discriminative and generative learning for linear estimation of random signals [lecture notes]
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b16ac6a6-7fb6-4c72-b457-473481da9402 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks FiLM: Visual reasoning with a general conditioning layer
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9e8d7ce-a3a9-4ff1-a267-40f006d5c5fd · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Model-based deep learning
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cb9999a1-5245-4193-ac67-dac2bd67910d · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Unveiling and mitigating adversarial vulnerabilities in iterative optimizers
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 242f8d3a-6e27-47b5-aed0-817d2433bc2b · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks Towards understanding convergence and generalization of AdamW
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b0ecb2f-4b9b-4f53-96aa-74e906a1d1e3 · outbound
Decentralized Multi-Channel MANET Power Optimization Using Graph Neural Networks On a routing problem
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.