Semantic-Effectiveness Filtering and Control for Post-5G Wireless Connectivity
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Abstract (arXiv)
The traditional role of a communication engineer is to address the technical problem of transporting bits reliably over a noisy channel. With the emergence of 5G, and the availability of a variety of competing and coexisting wireless systems, wireless connectivity is becoming a commodity. This article argues that communication engineers in the post-5G era should extend the scope of their activity in terms of design objectives and constraints beyond connectivity to encompass the semantics of the transferred bits within the given applications and use cases. To provide a platform for semantic-aware connectivity solutions, this paper introduces the concept of a semantic-effectiveness (SE) plane as a core part of future communication architectures. The SE plane augments the protocol stack by providing standardized interfaces that enable information filtering and direct control of functionalities at all layers of the protocol stack. The advantages of the SE plane are described in the perspective of recent developments in 5G, and illustrated through a number of example applications. The introduction of a SE plane may help replacing the current "next-G paradigm" in wireless evolution with a framework based on continuous improvements and extensions of the systems and standards.
Key facts. Cited by 20 papers in the map (data through 7 Oct 2026). First posted on arXiv 4 Jul 2019.
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Citing papers per year: 2021: 3; 2022: 7; 2023: 4; 2024: 3; 2025: 3.
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- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communicationscited by 166
- 2021Semantics-Native Communication with Contextual Reasoningcited by 21
- 2022Neuro-Symbolic Causal Reasoning Meets Signaling Game for Emergent Semantic Communicationscited by 20
- 2022Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inferencecited by 16
- 2024Generative Emergent Communication: Large Language Model is a Collective World Modelcited by 15
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Languagecited by 13
- 2022Cognitive Semantic Communication Systems Driven by Knowledge Graphcited by 12
- 2022Semantic Information Recovery in Wireless Networkscited by 12
- 2021Common Language for Goal-Oriented Semantic Communications: A Curriculum Learning Frameworkcited by 11
- 2022An Indirect Rate-Distortion Characterization for Semantic Sources: General Model and the Case of Gaussian Observationcited by 8
- 2024Effective Communication with Dynamic Feature Compressioncited by 6
- 2023Reasoning with the Theory of Mind for Pragmatic Semantic Communicationcited by 5
8 more
- 2023Semantic and Effective Communication for Remote Control Tasks with Dynamic Feature Compressioncited by 3
- 2023Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communicationcited by 3
- 2023Reliable Beamforming at Terahertz Bands: Are Causal Representations the Way Forward?cited by 2
- 2025Prediction-Powered Communication with Distortion Guaranteescited by 2
- 2024Integrated Push-and-Pull Update Model for Goal-Oriented Effective Communicationcited by 1
- 2025Pull-Based Query Scheduling for Goal-Oriented Semantic Communicationcited by 1
- 2021Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channelscited by 0
- 2025Semantic Communication with Distribution Learning through Sequential Observationscited by 0
- 2025Prediction-Powered Communication with Distortion Guarantees29 Sep 2025
- 2025Semantic Communication with Distribution Learning through Sequential Observations14 Aug 2025
- 2025Pull-Based Query Scheduling for Goal-Oriented Semantic Communication9 Mar 2025
- 2024Generative Emergent Communication: Large Language Model is a Collective World Model31 Dec 2024
- 2024Integrated Push-and-Pull Update Model for Goal-Oriented Effective Communication19 Jul 2024
- 2024Effective Communication with Dynamic Feature Compression29 Jan 2024
- 2023Reasoning with the Theory of Mind for Pragmatic Semantic Communication30 Nov 2023
- 2023Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communication10 Jun 2023
- 2023Reliable Beamforming at Terahertz Bands: Are Causal Representations the Way Forward?14 Mar 2023
- 2023Semantic and Effective Communication for Remote Control Tasks with Dynamic Feature Compression14 Jan 2023
- 2022Neuro-Symbolic Causal Reasoning Meets Signaling Game for Emergent Semantic Communications21 Oct 2022
- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications19 Jul 2022
8 more
- 2022Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inference13 Jun 2022
- 2022Semantic Information Recovery in Wireless Networks28 Apr 2022
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Language21 Apr 2022
- 2022Cognitive Semantic Communication Systems Driven by Knowledge Graph24 Feb 2022
- 2022An Indirect Rate-Distortion Characterization for Semantic Sources: General Model and the Case of Gaussian Observation29 Jan 2022
- 2021Common Language for Goal-Oriented Semantic Communications: A Curriculum Learning Framework15 Nov 2021
- 2021Semantics-Native Communication with Contextual Reasoning12 Aug 2021
- 2021Effective Communications: A Joint Learning and Communication Framework for Multi-Agent Reinforcement Learning over Noisy Channels2 Jan 2021
- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communicationscited by 166
- 2021Semantics-Native Communication with Contextual Reasoningcited by 21
- 2022Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inferencecited by 16
- 2022Curriculum Learning for Goal-Oriented Semantic Communications with a Common Languagecited by 13
- 2022Cognitive Semantic Communication Systems Driven by Knowledge Graphcited by 12
- 2022Semantic Information Recovery in Wireless Networkscited by 12
- 2021Common Language for Goal-Oriented Semantic Communications: A Curriculum Learning Frameworkcited by 11
- 2022An Indirect Rate-Distortion Characterization for Semantic Sources: General Model and the Case of Gaussian Observationcited by 8
- 2024Effective Communication with Dynamic Feature Compressioncited by 6
- 2023Reasoning with the Theory of Mind for Pragmatic Semantic Communicationcited by 5
- 2023Semantic and Effective Communication for Remote Control Tasks with Dynamic Feature Compressioncited by 3
- 2023Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communicationcited by 3
12 most cited of 18 All 18 (JSON)
- 2025Prediction-Powered Communication with Distortion Guarantees29 Sep 2025
- 2025Semantic Communication with Distribution Learning through Sequential Observations14 Aug 2025
- 2025Pull-Based Query Scheduling for Goal-Oriented Semantic Communication9 Mar 2025
- 2024Integrated Push-and-Pull Update Model for Goal-Oriented Effective Communication19 Jul 2024
- 2024Effective Communication with Dynamic Feature Compression29 Jan 2024
- 2023Reasoning with the Theory of Mind for Pragmatic Semantic Communication30 Nov 2023
- 2023Bayesian Inverse Contextual Reasoning for Heterogeneous Semantics-Native Communication10 Jun 2023
- 2023Reliable Beamforming at Terahertz Bands: Are Causal Representations the Way Forward?14 Mar 2023
- 2023Semantic and Effective Communication for Remote Control Tasks with Dynamic Feature Compression14 Jan 2023
- 2022Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications19 Jul 2022
- 2022Neuromorphic Wireless Cognition: Event-Driven Semantic Communications for Remote Inference13 Jun 2022
- 2022Semantic Information Recovery in Wireless Networks28 Apr 2022
12 newest of 18 All 18 (JSON)