Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T15:55:16.505120Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 1 inbound Pith citation observation for arXiv:2509.14431.
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 2026-08-15T15:55:16.505120Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T20:44:11.206380Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-06-29T21:03:58.927008Z
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 238c2908-c23b-4f7b-9dc3-de323b312ad8 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control A Survey on Large-Population Systems and Scalable Multi-Agent Reinforcement Learning
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2027b7af-3f5a-48e1-83d5-3a18dcc44bfa · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control A comprehensive survey of multiagent reinforcement learning,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74d06281-526d-426e-b831-5b9113213324 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Multi-agent Reinforcement Learning: A Comprehensive Survey
Reference 3
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Unavailable: canonical work link unavailable.
Observation 17e87db0-46a6-40fa-984a-7223c76a49de · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Multi-agent reinforcement learning: A review of challenges and applications,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 02e7054e-7f78-47ac-a880-5c750d080ce2 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Coach-player multi-agent reinforcement learning for dynamic team composition,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6a5616ef-6bf1-478c-9d45-b8ef068d45e9 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Learning Transferable Cooperative Behavior in Multi-Agent Teams
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a526216f-fb24-4195-9ef4-467ddd0575ae · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control A multitask- based transfer framework for cooperative multi-agent reinforcement learning,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e01ce536-7d21-4157-8767-a1bfa4081581 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Mdp homomorphic networks: Group symmetries in reinforcement learning,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c077ab3-371a-4a59-9d12-05325d456fc2 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control $\mathrm{SO}(2)$-Equivariant Reinforcement Learning
Reference 9
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Unavailable: canonical work link unavailable.
Observation 82488764-a8c3-4a01-a17e-026704104561 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control A survey of scalable re- inforcement learning,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 22590380-15cd-417c-8a70-c1898ca56638 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Equivariant reinforcement learning under partial observability,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 98d5209e-6d33-4520-9617-225115ec0286 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control ROMA: Multi-Agent Reinforcement Learning with Emergent Roles
Reference 12
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Unavailable: canonical work link unavailable.
Observation e14d38ef-d923-418d-b3ff-ff0a175f8e4f · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Heterogeneous-agent reinforcement learning,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 0ea76bfe-20b3-4e6d-b469-468b7f9e2cc6 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control The surprising effectiveness of ppo in cooperative multi-agent games,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac77d581-b22b-42f9-8396-c2eaa2f6926e · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control A comprehensive survey on graph neural networks,
Reference 15
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Unavailable: canonical work link unavailable.
Observation 474e495e-ad7c-446d-9834-dbdd28eb65d7 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Attending to Graph Transformers
Reference 16
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Unavailable: canonical work link unavailable.
Observation f9d00e69-49ec-429f-a2ab-b1d4370c9283 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Markov games as a framework for multi-agent rein- forcement learning,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 0c3b6427-8ed9-4c52-8724-2c7fa9fdc9d4 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Multi-agent reinforcement learning: Independent vs. cooper- ative agents,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 3fedb593-adcc-4997-bef3-2a967b696977 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Deep decentralized multi-task multi-agent reinforcement learning under par- tial observability,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1be68fee-1b62-4979-a500-99f20bf1695f · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0aeadd67-b321-4643-8129-1cf604a21f30 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Value-Decomposition Networks For Cooperative Multi-Agent Learning
Reference 21
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Unavailable: canonical work link unavailable.
Observation 8d4b751b-be76-4b7f-add5-b4730ebbe13a · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Monotonic value function factorisation for deep multi- agent reinforcement learning,
Reference 22
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Unavailable: canonical work link unavailable.
Observation f30ef178-7e23-45ca-926d-64bae4147221 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Multi-agent actor-critic for mixed cooperative-competitive environments,
Reference 23
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Unavailable: canonical work link unavailable.
Observation fc4027ae-ddcf-4a66-9ff5-1f296cd86e0e · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Transfer learning in multi-agent reinforcement learning domains,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 31fdcecc-709f-4843-88db-68f012ddf1cc · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Graph convolutional neural networks for web-scale recommender systems,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a38f3d42-3257-42d2-8c93-162c68d25491 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Molecular contrastive learning of representations via graph neural networks,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8ab55dbd-134d-4d3d-9618-609d3d37fde6 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Prediction of protein–protein interac- tion using graph neural networks,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 300b74fd-af12-42fe-986a-3220409f6bb9 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Deeprank-gnn: a graph neural network framework to learn patterns in protein–protein interfaces,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 87af17af-c274-482a-826d-b58eab8a0f48 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Behavior-Inspired Neural Networks for Relational Inference
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a92e378-0c1e-445e-a0bb-023ac29c55fc · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Resolving Oversmoothing with Opinion Dissensus
Reference 30
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Unavailable: canonical work link unavailable.
Observation 5e6ab510-233a-4fbf-ab45-982f36365fa1 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Qmix-gnn: A graph neural network- based heterogeneous multi-agent reinforcement learning model for im- proved collaboration and decision-making,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7b1a011f-c77f-4018-90ff-0ab0581ec6c1 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Graph neural network-based multi-agent reinforcement learning for resilient distributed coordination of multi-robot systems,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8f38ef46-b623-4e35-b807-845c904a3260 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Graph Convolutional Reinforcement Learning
Reference 33
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Unavailable: canonical work link unavailable.
Observation 216278b6-5439-4c60-84c7-199dca765a72 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Multi-agent graph- attention communication and teaming
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9e8b92dd-d900-4072-9290-d6b90394974b · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Leveraging graph neural networks and multi-agent reinforcement learning for inventory control in supply chains,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 673d3bc0-b19c-44dc-a9b7-dfbc20e90b00 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges
Reference 36
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Unavailable: canonical work link unavailable.
Observation 1c5f2a55-8897-4ef7-b23e-ced29e1cf56d · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Learning Color Equivariant Representations
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d84f610a-23ca-469f-8e6c-741427c5f48d · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control GAGrasp: Geometric Algebra Diffusion for Dexterous Grasping
Reference 38
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Unavailable: canonical work link unavailable.
Observation ca39b313-e6f9-4691-91d6-b3332ece0fbd · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control ${\rm E}(3)$-Equivariant Actor-Critic Methods for Cooperative Multi-Agent Reinforcement Learning
Reference 39
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Unavailable: canonical work link unavailable.
Observation 384b80ef-5a04-40ee-9b59-01f6640c0c84 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Boosting multiagent reinforcement learning via permutation invariant and permutation equivariant networks,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0ada074f-8a94-4b88-9db9-2947d1bfaa2c · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Se (3)-equivariant robot learning and con- trol: A tutorial survey,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 18987b13-0f9b-4b39-900e-c516d2c08abf · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control PEnGUiN: Partially Equivariant Graph NeUral Networks for Sample Efficient MARL
Reference 42
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Unavailable: canonical work link unavailable.
Observation 722f6297-ab27-41c7-ad37-5b3fe1fd2c30 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Group equivariant convolutional networks,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b0d26ef-a8b1-45e1-9812-f1b20f10d65a · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Spherical CNNs
Reference 44
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Observation 9f9d8b13-b6db-4d19-a987-96e32df10e44 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Steerable CNNs
Reference 45
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Observation d4a21a72-b4e5-48e5-a8de-5f6dfa560d10 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Learning so (3) equivariant representations with spherical cnns,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 225ed64f-43ab-4fbb-a23f-422efe12075a · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Equivariant multi-view networks,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e2590fd9-c148-4e80-808b-d8ee4b9f3e5e · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Sensing flow gradients is necessary for learning autonomous underwater navigation,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 12a87930-ba35-429c-9333-53f1adbb2f9d · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Do transformers really perform badly for graph representation?
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cb337d6-4cda-4e10-aab0-b20d2930a3a1 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Benchmarking Graphormer on Large-Scale Molecular Modeling Datasets
Reference 50
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Unavailable: canonical work link unavailable.
Observation 8df4cb57-85e0-4bbd-be66-3fdeecdf10a8 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Boost- ing sample efficiency and generalization in multi-agent reinforcement learning via equivariance,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c70ea9b7-c7d1-4940-a896-3d3a288b4a88 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Semi-Supervised Classification with Graph Convolutional Networks
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f501bd5a-4b63-4d8b-b59a-1f801dc72004 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Graph Attention Networks
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fd432e2-593d-4e01-8947-a8d0d1d4a7a0 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Attention is all you need,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3833da55-f7f1-454f-88c5-71f01979d641 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Emergence of Grounded Compositional Language in Multi-Agent Populations
Reference 55
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Unavailable: canonical work link unavailable.
Observation 2d73e198-0772-4b9b-87b6-33639a09d3cf · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Pettingzoo: Gym for multi-agent reinforcement learning,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f262c014-5651-40be-a15b-de5968b01cd6 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Curriculum learning,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42a5ee9e-8293-40d2-b98e-6f74eaf854c6 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Teacher–student curriculum learning,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 30282eb0-0d4c-45dc-91aa-3c0c4040684d · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control An introduction to the kalman filter,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5579bd01-37be-4a31-ac4b-65fec44d2b72 · outbound
Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control Beyond Canonicalization: How Tensorial Messages Improve Equivariant Message Passing
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a854840-a2d4-447b-9c3f-1d0fa03063f7 · inbound
CINOC: Cardinality-Invariant Neural Operator Policies for Scalable PDE Control Local-Canonicalization Equivariant Graph Neural Networks for Sample-Efficient and Generalizable Swarm Robot Control
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.