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Shipping lines have increasingly understood the benefits of voyage optimization for fuel savings and...

Focus on Serving Core Customers, Expanding Footprint, and Building the Brand...

The Business Research Company's sales intelligence research report expands on key drivers, trends, and growth opportunities in the market. LONDON, June 8, 2022 /PRNewswire/ -- The sales

In recent years, Reinforcement Learning and Gradient optimization were applied with Neural Architecture Search algorithms in Generative Adversarial Network to achieve their state-of-the-art (SOTA) performance. However, the existing RL-based methods utilised the calculation of Inception Score or Fréchet Inception Distance as the reward value to guide the controller, which actually wasted much of searching time. In order to improve the search efficiency without degradation of performance, this paper proposes recycling the discriminator to evaluate the performance of architectures, in other word...

This paper presents a method for allocating transmission rates in a communication network that uses knowledge of the size of the file to be transmitted to seek to obtain the benefits of shortest remaining processing time (SRPT) scheduling. It provides fairness among file transmissions taking into account their sizes and the congestion on the links they use. The proposed approach is based on network utility maximisation (NUM), but with utility functions that vary in time depending on the remaining file size. A parameterized family of utility functions is proposed. For each value of the paramete...