Nature

AI models ‘subliminally’ transmit biases when training other systems

Using artificial-intelligence to teach other models can be cheaper and faster than building them from scratch, but this ...
IEEE

Frequency-Spatial Complementation: Unified Channel-Specific Style Attack for Cross-Domain Few-Shot Learning

Abstract: Cross-Domain Few-Shot Learning (CD-FSL) addresses the challenges of recognizing targets with out-of-domain data when only a few instances are available. Many current CD-FSL approaches ...
IEEE

Toward Reliable Imitation Learning with Limited Expert Demonstrations via Search-based Inverse Dynamic Learning

Abstract: Imitation learning (IL) shows its superiority in faster strategy optimization by leveraging expert demonstrations. However, as one of the powerful IL methods, behavior cloning (BC) suffers ...