Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T16:14:25.741686Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 100 of 217 outbound references and 0 inbound Pith citation observations for arXiv:2606.05208.
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 2026-06-29T16:14:25.741686Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
100 of 217 outbound references displayed
External citation measurements
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Observation 7d870129-0218-4762-a44a-4d17fba4054d · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Deep reinforcement learning for autonomous driving: A survey,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Reinforcement learning based recommender systems: A survey,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Multi-agent deep reinforcement learning-based task scheduling and resource sharing for o-ran-empowered multi-uav-assisted wireless sensor networks,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks TransDreamer: Reinforcement Learning with Transformer World Models
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Deep Transformer Q-Networks for Partially Observable Reinforcement Learning
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Attention is all you need,
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Observation 556c1359-9650-4c55-bbbc-b09025b3556d · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Autonomous link control in digital twin aided mobile network: From virtual channel generation to intelligent power allocation,
Reference 12
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Observation f7092d56-25eb-44e3-980b-c95a28d6d682 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Dsaf-former: Drl based sub-channel assignment framework using transformer in mmwave iabn,
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Observation 8a29e616-e35f-4e14-bc7c-8461924b5c4e · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Tpto: A transformer-ppo based task offloading solution for edge computing environments,
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Observation da1164df-4c6d-4ece-9341-47b87b89fa3c · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Transformer- based distributed task offloading and resource management in cloud- edge computing networks,
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Observation 4c8fbba6-f6b2-4f3c-b728-dc4fd85f0c56 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks From perception to action: Transformer-enhanced deep reinforcement learning for autonomous robot navigation,
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Observation 7fceb54d-b094-46f9-9cc3-876329f0e1ef · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Transformer based collaborative reinforcement learning for fluid antenna system (fas)-enabled 3d uav positioning,
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Observation 6e512cc2-7c6e-4260-84be-d9d7871ffc9d · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Anti-jamming task schedul- ing in mec-o-ran with hierarchical drl and transformer-based control,
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Observation e7a9edbc-5ac9-4915-8e7c-029f1694d5ea · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Radar: Robust drl-based resource allocation against adversarial attacks in intelligent o-ran,
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Observation 28eb6e5a-05b4-4f3f-bb06-1f17ff36eb09 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Enhancing iot intelligence: A transformer-based reinforcement learn- ing methodology,
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Observation 80f1fc13-c974-4cc6-8bb0-1fcd22cc2b1b · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks A comparison of neural networks for wireless channel prediction,
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Observation 95c9a08e-93e9-4c1f-b8ea-50313e73207b · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Machine Learning for Future Wireless Communications: Channel Prediction Perspectives
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Observation 3ab9c59f-e940-42b1-a340-8f737e1013ad · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Generative ai for deep reinforcement learning: Framework, analysis, and use cases,
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Observation 420919c3-45ab-4084-b512-283e4b2e0428 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Dueling network architectures for deep reinforcement learning,
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Observation 6bb696fa-f553-4ca3-b8b5-cd57c6d37b0b · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks On transforming reinforcement learning with transformers: The development trajectory,
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Observation edf768ec-2ca8-46b5-b905-e1afa8f22ad6 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Mastering atari, go, chess and shogi by planning with a learned model,
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Observation f67cddb9-f7d9-4962-b7e6-67d704a49824 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Mastering Atari with Discrete World Models
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Observation 7a7ddf85-b503-47e7-bb6b-12bb98d22fed · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Measuring Sample Efficiency and Generalization in Reinforcement Learning Benchmarks: NeurIPS 2020 Procgen Benchmark
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Observation 0ff01b6a-2f5f-4d95-aa4f-2abd7c9efed6 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks A Survey on Transformers in Reinforcement Learning
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Observation db4e7e05-64bb-45ce-b735-6e8e3f28e6ec · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Continuous control with deep reinforcement learning
Reference 30
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Observation b7bd1106-b548-46e4-9132-e35b8996894a · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Unresolved cited work
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Observation 63e37dda-9ab0-4be9-b740-c1b717015654 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
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Observation a75dbdd4-4ab3-4d4b-a738-8a90af1c58b9 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Diaformer: Automatic diagnosis via symptoms sequence generation,
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Observation c9a7983d-2949-4222-9f7e-4ed7943a25c5 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Addressing optimism bias in sequence modeling for reinforcement learning,
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Observation 441af3c2-6888-4b4a-abd3-c331a56f9a2c · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Iris: Implicit reinforcement without interaction at scale for learning control from offline robot manipulation data,
Reference 35
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Observation ea788ae4-9c1f-4ed8-b3ce-04adae7fd541 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Deep residual learning for image recognition,
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Observation d609b868-7661-44f2-bdd9-1e11c6e15106 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Layer Normalization
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Observation b4b7382e-23ac-4204-8649-9eded74f4fa0 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Deep Learning using Rectified Linear Units (ReLU)
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Observation 56050d35-e429-443b-bff6-4fe166cd141b · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Gaussian error linear units (gelus),
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Observation 07db0b6b-6906-45b2-a73d-4a67832f08cb · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks A survey of transformers,
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Observation f472dd1f-a4b3-478e-8267-e46bacadb100 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Generating Long Sequences with Sparse Transformers
Reference 41
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Observation da2128ca-dc41-4708-9e83-5875cb9b310f · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Transformers are rnns: Fast autoregressive transformers with linear attention,
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Observation 57c86318-25fb-49b2-8708-54831877018b · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Rethinking attention with performers,
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Observation b5c52514-c1a2-411a-8035-1d7c660c0bd1 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Linear transformers are secretly fast weight programmers,
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Observation 94b184a8-c89a-40e4-9192-5919771eb0cc · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Generating wikipedia by summarizing long sequences,
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Observation 808c184e-4d5a-41cd-8b09-7fb1234be718 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Fast transformers with clustered attention,
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Observation aeb09d74-829c-4432-84fe-427fd0178d4a · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Poolingformer: Long document modeling with pooling attention,
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Observation 142c71e2-2cfb-4192-8477-1b3ccb13eb5a · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Compressed self-attention for deep metric learning with low-rank approximation,
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Observation 959faee1-5743-49b0-94f6-efe5735a6e55 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Nyströmformer: A nyström-based algorithm for approximat- ing self-attention,
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Observation 395f069b-cc21-4dd3-b7df-cb2f3099d119 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Masked Language Modeling for Proteins via Linearly Scalable Long-Context Transformers
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Observation 9258abde-3540-46b6-b660-eff67c975fad · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Exploring the limits of transfer learning with a unified text-to-text transformer,
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Observation ed904d24-0a51-4769-ba5e-ce367e300c14 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Rethinking positional encoding in language pre-training,
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Observation 5821b75d-d39c-4bc9-9b08-36dc7da553f8 · outbound
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Observation 05a48586-2637-448a-9a5a-48a7f1517775 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Multi-head attention with disagreement regularization,
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Observation 14eac31e-7ba1-45bc-b036-a65addd09953 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Revealing the dark secrets of bert,
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Observation 021f1d2e-b0eb-4ee1-b752-f3a4fec24f20 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Adaptive attention span in transformers,
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Observation 87ca6a71-3720-4d2d-a5d3-139efe7d07cf · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Multi-scale self- attention for text classification,
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Observation ed46d916-c7d5-4dae-b041-9f1f18ce9c47 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Information aggregation for multi-head attention with routing-by-agreement,
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Observation 0c3c1fe0-439f-4bbe-8a97-111b6e25e884 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Improving multi-head attention with capsule networks,
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Observation 93865a0c-f7f9-4632-8670-f8925a24a9aa · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks An image is worth16×16words: Transformers for image recognition at scale,
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Observation adc4af6d-88f1-4d7f-b2d5-4564b7ef3f59 · outbound
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Graph Attention Networks,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Graph transformer networks,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Heterogeneous graph trans- former,
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Observation e89b2ec4-0235-4452-bf6c-7a95e791cac9 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Do transformers really perform badly for graph representation?
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Observation 9f20c66a-ed5c-4cbf-bab2-8b9ad589a96d · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Long short-term memory,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Multimodal Learning With Transformers: A Survey ,
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Observation 87c69a93-2d29-4e6c-8c1c-7c2e2cac6786 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Multi-Game Decision Transformers
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Observation da68f8d1-8f2c-448b-8ebb-2ae8a4cbccc4 · outbound
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Observation 6974318b-34ae-40aa-b230-4925afdb2bce · outbound
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Reference 73
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Observation 62fafd7f-1328-4279-9e15-5a9cb828af25 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Monotonic value function factorisation for deep multi- agent reinforcement learning,
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Observation 0b624126-07e8-46a3-a810-02aabf12244e · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks TransfQMix: Transformers for Leveraging the Graph Structure of Multi-Agent Reinforcement Learning Problems
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Observation c4d5fdd7-675a-49b3-b362-76bc9aa37dd7 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks A transformer-based thermal surrogate model for cooling control in data centers,
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Trandrl: A transformer-driven deep reinforcement learning enabled prescriptive maintenance framework,
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Observation 7c92a0bf-5364-4a36-aec7-e9f61d211f77 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks A deep reinforcement learning with transformer integration for directed acyclic graph scheduling in edge networks,
Reference 78
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Observation f66685c1-072a-408b-aeee-3903fe89cc57 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Robust downlink data transmission in leo satellite-terrestrial networks: A rate- splitting multiple access approach,
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Reference 80
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Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Decision transformer: Rein- forcement learning via sequence modeling,
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Observation 125aa08e-2c4c-40ba-ba37-434fb90e72e5 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks Compressive Transformers for Long-Range Sequence Modelling
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Observation ee2d9762-7382-400d-ac59-a03ad8cc8a9d · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks CoBERL: Contrastive BERT for Reinforcement Learning
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Observation e9f8b8c3-6ae2-4cad-a4f5-22d04657c986 · outbound
Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks You can’t count on luck: Why decision transformers and rvs fail in stochastic environments,
Reference 84
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