Research graph
References from Causality-inspired kinematics-constrained adversarial trajectory generation for swarm intention recognition. Local targets link to admitted publications; unresolved targets remain external evidence.
Sensor fusion for drone detection
2021 · External reference
Deep learning for RF-based drone detection and identification: A multi-channel 1-D convolutional neural networks approach
2020 · External reference
Unsupervised drones swarm characterization using RF signals analysis and machine learning methods
10.3390/s23031589 · 2023 · External reference
Adversarial attack against intrusion detectors in cyber-physical systems with minimal perturbations
2024 · External reference
Research trends in collaborative drones
10.3390/s22093321 · 2022 · External reference
Where and how to attack? A causality-inspired recipe for generating counterfactual adversarial examples
2024 · External reference
Towards evaluating the robustness of neural networks
2017 · External reference
Supervised contrastive few-shot learning for high-frequency time series
2023 · External reference
Global-and-local attention-based reinforcement learning for cooperative behaviour control of multiple UAVs
10.1109/tvt.2023.3327571 · 2023 · External reference
Reliable evaluation of adversarial robustness with an ensemble of diverse parameter-free attacks
2020 · External reference
Black-box adversarial attack on time series classification
2023 · External reference
Unresolved reference
2023 · External reference
Swap: Exploiting second-ranked logits for adversarial attacks on time series
2023 · External reference
Reflections on the future of swarm robotics
10.1126/scirobotics.abe4385 · 2020 · External reference
10.1109/cvpr.2018.00175
10.1109/cvpr.2018.00175 · External reference
Deep learning for time series classification and extrinsic regression: A current survey
2024 · External reference
Attack based on data: a novel perspective to attack sensitive points directly
10.1186/s42400-023-00179-4 · 2023 · External reference
Shape analysis of flight trajectories using neural networks
2021 · External reference
Unresolved reference
2014 · External reference
Causal effects of adversarial attacks on AI models in 6G consumer electronics
10.1109/tce.2024.3443328 · 2024 · External reference
Drone detection & classification with surveillance ‘radar on-the-move’ and YOLO
2023 · External reference
Adversarial attacks on deep neural networks for time series classification
2019 · External reference
Flatness-based finite-horizon multi-UAV formation trajectory planning and directionally aware collision avoidance tracking
10.1016/j.jfranklin.2025.107867 · 2025 · External reference
Adaptedge: Targeted universal adversarial attacks on time series data in smart grids
10.1109/tsg.2024.3384208 · 2024 · External reference
10.1109/cvpr52729.2023.01184
10.1109/cvpr52729.2023.01184 · External reference
10.1145/3636534.3649367
10.1145/3636534.3649367 · External reference
Unmanned aerial vehicle tactical intention recognition method based on dynamic series Bayesian network
2023 · External reference
Unresolved reference
External reference
Causality-based adversarial attacks for robust GNN modelling with application in fault detection
10.1016/j.ress.2024.110464 · 2024 · External reference
Adversarial attacks based on time-series features for traffic detection
10.1016/j.cose.2024.104175 · 2025 · External reference
Reservoir computing with swarms
10.1063/5.0039745 · 2021 · External reference
Unresolved reference
External reference
Indoor formation motion planning using B-splines parametrization and evolutionary optimization
10.1016/j.conengprac.2024.106066 · 2024 · External reference
Minimum snap trajectory generation and control for quadrotors
2011 · External reference
Unresolved reference
2024 · External reference
Smooth perturbations for time series adversarial attacks
2022 · External reference
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches
10.1007/s41060-023-00438-0 · 2025 · External reference
Anti-drone system with multiple surveillance technologies: Architecture, implementation, and challenges
10.1109/mcom.2018.1700430 · 2018 · External reference
Localisation of drone controllers from RF signals using a deep learning approach
2018 · External reference
Unresolved reference
2013 · External reference
A GRU-based method for predicting intention of aerial targets
10.1155/2021/6082242 · 2021 · External reference
Intelligent recognition of fighter’s maneuver based on fuzzy control algorithm
2014 · External reference
Attention is all you need
2017 · External reference
Understanding the robustness of skeleton-based action recognition under adversarial attack
2021 · External reference
RADAR: Recurrent autoencoder based detector for adversarial examples on temporal EHR
2020 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
External reference
Small perturbations are enough: Adversarial attacks on time series prediction
10.1016/j.ins.2021.11.007 · 2022 · External reference
Adversarial attacks and defenses in images, graphs and text: A review
10.1007/s11633-019-1211-x · 2020 · External reference
Online hierarchical recognition method for target tactical intention in beyond-visual-range air combat
10.1016/j.dt.2022.02.001 · 2022 · External reference
Tsadv: Black-box adversarial attack on time series with local perturbations
10.1016/j.engappai.2022.105218 · 2022 · External reference
Swarm intention identification via dynamic distribution probability image
10.1016/j.cja.2024.03.018 · 2024 · External reference
Adversarial black-box attack and defense for convolutional neural network-based power quality disturbance classification
2025 · External reference
UAV behavior-intention estimation method based on 4-D flight-trajectory prediction
10.3390/su132212528 · 2021 · External reference
Unmanned aerial vehicles based low-altitude economy with lifecycle techno-economic-environmental analysis for sustainable and smart cities
2025 · External reference
Fedformer: Frequency enhanced decomposed transformer for long-term series forecasting
2022 · External reference
Informer: Beyond efficient transformer for long sequence time-series forecasting
2021 · External reference
Adversarial attacks and defenses in images, graphs and text: A review
10.1007/s11633-019-1211-x · ExternalCitation · doi-reference
Time series adversarial attacks: an investigation of smooth perturbations and defense approaches
10.1007/s41060-023-00438-0 · ExternalCitation · doi-reference
Swarm intention identification via dynamic distribution probability image
10.1016/j.cja.2024.03.018 · ExternalCitation · doi-reference
Indoor formation motion planning using B-splines parametrization and evolutionary optimization
10.1016/j.conengprac.2024.106066 · ExternalCitation · doi-reference
Adversarial attacks based on time-series features for traffic detection
10.1016/j.cose.2024.104175 · ExternalCitation · doi-reference
Online hierarchical recognition method for target tactical intention in beyond-visual-range air combat
10.1016/j.dt.2022.02.001 · ExternalCitation · doi-reference
Tsadv: Black-box adversarial attack on time series with local perturbations
10.1016/j.engappai.2022.105218 · ExternalCitation · doi-reference
Small perturbations are enough: Adversarial attacks on time series prediction
10.1016/j.ins.2021.11.007 · ExternalCitation · doi-reference
Flatness-based finite-horizon multi-UAV formation trajectory planning and directionally aware collision avoidance tracking
10.1016/j.jfranklin.2025.107867 · ExternalCitation · doi-reference
Causality-based adversarial attacks for robust GNN modelling with application in fault detection
10.1016/j.ress.2024.110464 · ExternalCitation · doi-reference
Reservoir computing with swarms
10.1063/5.0039745 · ExternalCitation · doi-reference
10.1109/cvpr.2018.00175
10.1109/cvpr.2018.00175 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.01184
10.1109/cvpr52729.2023.01184 · ExternalCitation · doi-reference
Anti-drone system with multiple surveillance technologies: Architecture, implementation, and challenges
10.1109/mcom.2018.1700430 · ExternalCitation · doi-reference
Causal effects of adversarial attacks on AI models in 6G consumer electronics
10.1109/tce.2024.3443328 · ExternalCitation · doi-reference
Adaptedge: Targeted universal adversarial attacks on time series data in smart grids
10.1109/tsg.2024.3384208 · ExternalCitation · doi-reference
Global-and-local attention-based reinforcement learning for cooperative behaviour control of multiple UAVs
10.1109/tvt.2023.3327571 · ExternalCitation · doi-reference
Reflections on the future of swarm robotics
10.1126/scirobotics.abe4385 · ExternalCitation · doi-reference
10.1145/3636534.3649367
10.1145/3636534.3649367 · ExternalCitation · doi-reference
A GRU-based method for predicting intention of aerial targets
10.1155/2021/6082242 · ExternalCitation · doi-reference
Attack based on data: a novel perspective to attack sensitive points directly
10.1186/s42400-023-00179-4 · ExternalCitation · doi-reference
Research trends in collaborative drones
10.3390/s22093321 · ExternalCitation · doi-reference
Unsupervised drones swarm characterization using RF signals analysis and machine learning methods
10.3390/s23031589 · ExternalCitation · doi-reference
UAV behavior-intention estimation method based on 4-D flight-trajectory prediction
10.3390/su132212528 · ExternalCitation · doi-reference