Data-free knowledge distillation (DFKD) has recently been attracting increasing attention from research communities, attributed to its capability compress a model only using synthetic data. Despite the encouraging results achieved, state-of-the-art DFKD methods still suffer inefficiency of data synthesis, making data-free training process extremely time-consuming and thus inapplicable for large...

Self-assemblingof peptides is a spontaneous process by which are self-organized toform well-ordered structures intramolecular and intermolecular interactions.This controlled the balance of forces (attractive andrepulsive) within peptide molecules. Notable methods used for synthesisof self-assembly solid-phase synthesis, liquid-phase synthesis,recombinant technology, use external fields. The sel...

The subject of the article research is special signal processing methods based on optimal discrete filtering theory. goal to increase efficiency model-based for information signals by reducing computational costs and increasing speed algorithms. Applied methods: description dynamic processes in terms state space using elements vector-matrix algebra, weighted least squares method, Kalman's theor...

The performance of new sensors or advanced electrochemical energy storage devices strongly depends on the active materials chosen to realize such systems. In particular, their morphology may greatly influence their overall macroscopic properties. Frequently, limitations in classical ways of chemical preparation routes hamper the development of materials with tailored properties. Fortunately, su...