Improving Ensemble Robustness by Collaboratively Promoting and Demoting Adversarial Robustness [PDF]
, 2020 Anh Bui +6 more
openalex +1 more source
Towards Understanding Adversarial Robustness of Optical Flow Networks [PDF]
, 2021 Simon Schrodi +2 more
openalex +1 more source
Elastic Fast Marching Learning from Demonstration
Advanced Intelligent Systems, EarlyView.This article presents Elastic Fast Marching Learning (EFML), a novel approach for learning from demonstration that combines velocity‐based planning with elastic optimization. EFML enables smooth, precise, and adaptable robot trajectories in both position and orientation spaces.
Adrian Prados +3 more
wiley +1 more source
On the Adversarial Robustness of Decision Trees and a Symmetry Defense
IEEE AccessGradient-boosting decision tree classifiers (GBDTs) are susceptible to adversarial perturbation attacks that change inputs slightly to cause misclassification. GBDTs are customarily used on non-image datasets that lack inherent symmetries, which might be
Blerta Lindqvist
doaj +1 more source
Adversarial Robustness of Deep Reinforcement Learning Based Dynamic Recommender Systems. [PDF]
Front Big Data, 2022 Wang S +5 more
europepmc +1 more source
Robust Model Watermarking Scheme Based on Feature Combination and Weight Adversarial Training [PDF]
Guangyong Gao, Ziqi Xu, Wei Wei Fang
openalex +1 more source
Securing Generative Artificial Intelligence with Parallel Magnetic Tunnel Junction True Randomness
Advanced Intelligent Systems, EarlyView.True random numbers can protect generative artificial intelligence (GAI) models from attacks. A highly parallel, spin‐transfer torque magnetic tunnel junction‐based system is demonstrated that generates high‐quality, energy‐efficient random numbers.
Youwei Bao, Shuhan Yang, Hyunsoo Yang
wiley +1 more source
Consistent Robust Adversarial Prediction for General Multiclass Classification [PDF]
, 2018 Rizal Fathony +7 more
openalex +1 more source
Robustness, Privacy, and Generalization of Adversarial Training [PDF]
, 2020 Fengxiang He +3 more
openalex +1 more source
Why adversarial training can hurt robust accuracy [PDF]
, 2022 Jacob Clarysse +2 more
openalex +1 more source