To tackle this issue, we propose a new online continual learning solution called OCL-MCR 2 ( O nline C ontinual L earning via M aximal C oding R ate R eduction), which is based on the principle of maximal coding rate reduction and knowledge distillation. This principle enables the ...
To achieve this, we propose an objective function calledMaximal Coding Rate Reduction(MCR2). In our paper, we provide not only theoretical guarantees to the desired properties upon convergence, but also practical properties such as robustness to label corruption and empirical results such as state-...
The torque- and power-pedalling rate relationship in the fatigue free and fatigued states (e.g. following 30 s maximal cycling). Because maximum force, maximum shortening velocity and relaxation rates are collectively impaired by fatigue; there is a reduction in maximum power (e.g. −56%)...
In this paper, we propose a unified framework, termed graph Cut-guided Maximal Coding Rate Reduction (CgMCR 2 ^2 ), for jointly learning the structured embeddings and the clustering. To be specific, we attempt to integrate an efficient clustering module into the principled framework for learning...
Brown E, Moehlis J, Holmes P: On the phase reduction and response dynamics of neural oscillator populations. Neural Comput. 2004, 16: 673–715. Article Google Scholar Ermentrout G, Galán R, Urban N: Relating neural dynamics to neural coding. Phys. Rev. Lett. 2007., 99: Google Schola...
Most of the identified mutations were found in intergenic non-coding regions at the ends of a contig while few mutations were found in regions between coding genes. Most intergenic DNA has no currently known function. However, some intergenic DNA stretches are known to enhance the translation of...
R. Blahut Computation of channel capacity and rate-distortion functions IEEE Trans. Inf. Theor., 18 (1972), pp. 460-473 View in ScopusGoogle Scholar 26 R.W. Yeung Information Theory and Network Coding Springer Science & Business Media (2008) Google Scholar 27 S. Sarkar, D. Tack, D. Ro...
a small change in m can lead to a drastic reduction of information transmission, which can emerge from varying the number of FliM molecules of the motor52. In addition, note that the mutual information shown in Fig. 5C with a red dashed line is calculated assuming that the two motors ...
This was facilitated through a standard patient identification coding system used by our laboratory. The 48 base pair VNTR region in the third exon of DRD4 was amplified using polymerase chain reaction (PCR) techniques with primers and condi- tions earlier published (Lichter et al, 1993). The ...
Paper tables with annotated results for Learning Diverse and Discriminative Representations via the Principle of Maximal Coding Rate Reduction