Microsoft Technology Licensing, LLC

Novozymes A/s

Tsinghua University

Beijing Superstring Academy of Memory Technology

XiangYu Kong

Yan Lu

Shinobu Takagi

Sriram Srinivasan

Noriko Tsutsumi

Xiulian Peng

Vinod Prakash

Yuji Terui

Shaojun Wei

Shouyi Yin

Jianfeng Zhu

Disclosed in some examples are methods, systems, and machine-readable mediums which determine jitter buffer delay by inputting jitter buffer and currently observed network status information to a machine learned model that is trained using a reinforcement learning (RL) method. The model maps these inputs to an action to compress, stretch, or hold the jitter buffer delay, which is used by a recipient computing device to optimize the jitter buffer delay. The model may be trained using a simulator that uses network traces of past real streaming sessions (e.g., communication sessions) of users. By training the model through reinforcement learning, the model learns to make better decisions through reinforcement in the form of reward signals that reflect the performance of each decision.

Reinforcement learning for jitter buffer control

A voter-based method of controlling a redundancy is provided, including acquiring a processing element array in a target hardware, wherein the processing element array includes a plurality of processing elements, selecting a plurality of groups of processing elements from the processing element array so as to generate a voter set, wherein a corresponding voter is generated for each group of the plurality of groups of processing elements, and the corresponding voter configured to perform a voting operation in a redundancy control, acquiring, in response to a message indicating a fault state of a detected voter, a target voter from the voter set so as to replace the detected voter, and re-performing the voting operation in the redundancy control by using the target voter. An electronic device and a storage medium are further provided, which are implemented based on the processing element array of the target hardware.

Voter-based method of controlling redundancy, electronic device, and storage medium

A method for producing a polypeptide in a methylotrophic yeast host cell is described, where expression of the polypeptide is controlled by a methanol inducible promoter, including: i) expression of a positive regulator from a non-native promoter, the positive regulator activating transcription from the methanol inducible promoter, and ii) no addition of methanol.

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