Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications | Paper Citation Record

Observation 6421d7f2-c864-4c11-aeee-94aa2d033edd · outbound

This paper cites Task-Oriented Image Semantic Communication Based on Rate-Distortion Theory.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Task-Oriented Image Semantic Communication Based on Rate-Distortion Theory

Reference 1

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Observation 225dce12-fe45-4650-95ab-e2ffc697bdd0 · outbound

This paper cites Semantics-empowered communication: A Tutorial-cum-Survey,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Semantics-empowered communication: A Tutorial-cum-Survey,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.692922Z

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Observation 0cc1a48b-d56a-45c9-a342-5378c73a78a1 · outbound

This paper cites Rethinking modern communication from semantic coding to semantic communication,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Rethinking modern communication from semantic coding to semantic communication,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.682977Z

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Observation 87587f14-39b0-4799-a310-638c61519392 · outbound

This paper cites Adaptive bit rate control in semantic communication with incremental knowledge-based HARQ,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Adaptive bit rate control in semantic communication with incremental knowledge-based HARQ,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.671587Z

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Observation 38af5228-1a1e-4250-929a-f7f119f03889 · outbound

This paper cites Topology data analysis-based error detection for semantic image transmission with incremental knowledge- based HARQ,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Topology data analysis-based error detection for semantic image transmission with incremental knowledge- based HARQ,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.592607Z

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Observation 37a9a63e-acdb-47c1-900a-38e067ddd765 · outbound

This paper cites Deep learning enabled semantic communication systems,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Deep learning enabled semantic communication systems,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.463772Z

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Observation 1bd69352-49f6-480a-8c11-325c8d933ebc · outbound

This paper cites Wireless image transmission using deep source channel coding with attention modules,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Wireless image transmission using deep source channel coding with attention modules,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.453933Z

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Observation 1ad92e50-f042-42a2-b7b9-6eb31b9c3213 · outbound

This paper cites Task-oriented multi- user semantic communications,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Task-oriented multi- user semantic communications,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.444108Z

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Observation f2413e19-e3c2-45c1-9470-791a2081f02e · outbound

This paper cites Semantic-preserving image compression,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Semantic-preserving image compression,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.434185Z

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Observation 8dfaf877-040e-47b4-960e-8bf9a91cb0f9 · outbound

This paper cites A multi-task semantic communi- cation system for natural language processing,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A multi-task semantic communi- cation system for natural language processing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.423917Z

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Observation 90b0ccf6-0147-42ad-848d-7196385839d5 · outbound

This paper cites Features disentangled semantic broadcast communication networks,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Features disentangled semantic broadcast communication networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.275610Z

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Observation 3a145ed6-8913-4e27-8a82-b01e743c1682 · outbound

This paper cites Self- critical alternate learning based semantic broadcast communication,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Self- critical alternate learning based semantic broadcast communication,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.229999Z

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Observation 3ef49600-bbe1-4d22-928a-f863e04536d0 · outbound

This paper cites One-to-many semantic communication systems: Design, implementation, performance evaluation,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications One-to-many semantic communication systems: Design, implementation, performance evaluation,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.218766Z

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Observation 25e4b8c7-3750-40c3-9d33-275b08241c5e · outbound

This paper cites Multi-task semantic communication with graph attention-based feature correlation extraction,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-task semantic communication with graph attention-based feature correlation extraction,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.207068Z

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Observation 069d6988-09ef-4dee-b2f2-d0c2af21d6f3 · outbound

This paper cites Semantic communications for image recovery and classification via deep joint source and channel coding,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Semantic communications for image recovery and classification via deep joint source and channel coding,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.196005Z

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Observation f126606e-ffce-4b04-b462-9aa0bb8f6d8e · outbound

This paper cites Swin transformer-based dynamic semantic communication for multi-user with different computing capacity,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Swin transformer-based dynamic semantic communication for multi-user with different computing capacity,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.162478Z

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Observation f0b89fe4-03a9-442a-adf8-f69208499ec1 · outbound

This paper cites Semantic communication for the internet of vehicles: A multiuser cooperative approach,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Semantic communication for the internet of vehicles: A multiuser cooperative approach,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:40.017904Z

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Observation e729a3de-2cdf-480f-bc5c-260bbbde849b · outbound

This paper cites Collaborative semantic communication for edge inference,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Collaborative semantic communication for edge inference,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.946291Z

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Observation 41346a09-7d30-4188-bade-1a931bad1a3c · outbound

This paper cites A unified multi-task semantic communication system with domain adaptation,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A unified multi-task semantic communication system with domain adaptation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.937984Z

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Observation 5fe5d4fe-c7cb-40c8-9bc9-001d9e349eb2 · outbound

This paper cites Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channels.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-User Semantic Fusion for Semantic Communications over Degraded Broadcast Channels

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-16T05:48:39.368948Z

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Observation 31d7472e-9f43-46ee-8559-a8b463842a27 · outbound

This paper cites Multi-task learning as multi-objective opti- mization,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-task learning as multi-objective opti- mization,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.929255Z

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Observation ed511ecb-ac8b-4297-89f3-9f5d964db992 · outbound

This paper cites A multi-objective/multi-task learning framework induced by pareto stationarity,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A multi-objective/multi-task learning framework induced by pareto stationarity,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.918429Z

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Observation 7f94c946-cb39-4e5d-aff8-abbb07a63c8b · outbound

This paper cites A first-order multi-gradient algorithm for multi-objective bi-level optimization,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A first-order multi-gradient algorithm for multi-objective bi-level optimization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.909674Z

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Observation 0eff2b13-faed-4628-a7da-9287fddc802a · outbound

This paper cites A unified multi- task semantic communication system for multimodal data,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A unified multi- task semantic communication system for multimodal data,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.898931Z

Source-reported events for the cited work

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Observation c271c829-9abc-42bf-b841-30466e79cc44 · outbound

This paper cites Multi-receiver task- oriented communications via multi-task deep learning,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-receiver task- oriented communications via multi-task deep learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.889150Z

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Observation b091a6aa-2871-4e1e-8cec-35588c7343a9 · outbound

This paper cites Semantic commu- nication for cooperative multi-task processing over wireless networks,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Semantic commu- nication for cooperative multi-task processing over wireless networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.879043Z

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Observation cd6dfd08-9b29-4d76-bd64-01b4cb986728 · outbound

This paper cites Multi-objective meta learning,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-objective meta learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.869087Z

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Observation bd4b00e7-8a35-4880-b89a-136b471609be · outbound

This paper cites A generic first-order algorithmic framework for bi-level programming beyond lower-level singleton,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A generic first-order algorithmic framework for bi-level programming beyond lower-level singleton,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.858067Z

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Observation 1127dbb1-85a3-495c-bbeb-5dfc5b18100b · outbound

This paper cites Deep joint source- channel coding for wireless image transmission,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Deep joint source- channel coding for wireless image transmission,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.746570Z

Source-reported events for the cited work

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Observation 087fff19-a3af-4213-9320-13a9837b66ef · outbound

This paper cites Wireless image re- trieval at the edge,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Wireless image re- trieval at the edge,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.676503Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 17bee315-0391-4f53-8dfd-31d75e9f3c2e · outbound

This paper cites Robust semantic communications with masked vq-vae enabled codebook,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Robust semantic communications with masked vq-vae enabled codebook,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.660437Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation dbc67464-5323-49b7-89cb-57b0c46e34d6 · outbound

This paper cites Deep learning enabled semantic communications with speech recognition and synthesis,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Deep learning enabled semantic communications with speech recognition and synthesis,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.650317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c430906f-8a6b-4559-b125-341b48be556b · outbound

This paper cites Task-oriented image transmission for scene classification in unmanned aerial systems,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Task-oriented image transmission for scene classification in unmanned aerial systems,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.641223Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation db87e76d-9648-4024-9684-c838ae2f98c0 · outbound

This paper cites Task- oriented semantic communication for stereo-vision 3d object detection,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Task- oriented semantic communication for stereo-vision 3d object detection,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.631090Z

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Observation b0c93e45-16ba-47e8-a76d-4de8b585599e · outbound

This paper cites Feature importance-aware task-oriented semantic transmission and op- timization,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Feature importance-aware task-oriented semantic transmission and op- timization,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.621449Z

Source-reported events for the cited work

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Observation 3c8a1c39-81c9-46ad-94d5-8a14b9d42860 · outbound

This paper cites Non-orthogonal multiple access enhanced multi-user semantic communication,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Non-orthogonal multiple access enhanced multi-user semantic communication,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.611358Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ceb34eb4-9f54-43e5-94c9-e8cb6e8e29d8 · outbound

This paper cites Multi-task oriented semantic communication model for deep images,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Multi-task oriented semantic communication model for deep images,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.601474Z

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No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c6ce906d-7a80-4e81-8f05-b58edf3ea041 · outbound

This paper cites Witt: A wireless image transmission transformer for semantic communications,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Witt: A wireless image transmission transformer for semantic communications,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.592548Z

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Observation d577f93a-4996-42f3-bbf8-3b11e15a7a93 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Swin transformer: Hierarchical vision transformer using shifted windows,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.581862Z

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Observation 4cb4b928-cd03-4a26-947c-6ddc3fe5ddba · outbound

This paper cites Alternate learning- based snr-adaptive sparse semantic visual transmission,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Alternate learning- based snr-adaptive sparse semantic visual transmission,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.549842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cd867cbf-e43c-405a-8f92-c76bd3fde666 · outbound

This paper cites Separate source channel coding is still what you need: An LLM-based rethinking,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Separate source channel coding is still what you need: An LLM-based rethinking,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.436512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6b8a76b9-0e21-4c5f-a6a3-b775b8dd2556 · outbound

This paper cites Bi-objective trade-off with dynamic barrier gradient descent,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Bi-objective trade-off with dynamic barrier gradient descent,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.424158Z

Source-reported events for the cited work

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Observation cb127f5a-3e3a-4390-8948-e39a72baa952 · outbound

This paper cites Bome! bilevel optimization made easy: A simple first-order approach,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Bome! bilevel optimization made easy: A simple first-order approach,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.412197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eb06d360-692f-4c05-9eea-8ab776730589 · outbound

This paper cites Design of low-density parity check codes for 5g new radio,.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications Design of low-density parity check codes for 5g new radio,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.401023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4fd4a454-ea21-4af6-8b44-7741c2ce0bf4 · outbound

This paper cites degree with the College of Information Science and Elec- tronic Engineering, Zhejiang University, Hangzhou, China.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications degree with the College of Information Science and Elec- tronic Engineering, Zhejiang University, Hangzhou, China

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T05:48:39.389395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5c2fde13-6de0-45bb-9cd8-223e58159390 · outbound

This paper cites A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization.

Reinforcement Learning-Based Heterogeneous Multi-Task Optimization in Semantic Broadcast Communications A First-Order Multi-Gradient Algorithm for Multi-Objective Bi-Level Optimization

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-16T05:48:39.022698Z

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