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ICML 2022 | 机器学习前沿论文精选! 

July 21, 2022

编者按:ICML 被认为是人工智能、机器学习领域最顶级的国际会议之一,在计算机科学界享有崇高的声望。ICML 2022 于7月17日-23日以线上线下结合的方式举办。今天我们精选了微软亚洲研究院在此次大会上发表的7篇论文,来为大家进行简要介绍,从强化学习、图神经网络、知识图谱表示学习等关键词带你一览机器学习领域的最新成果! 论文链接:https://arxiv.org/abs/2202.07995...

Three bar plots. The first plot shows that the model size of XTC-BERT is 32 times smaller than that of BERT, and two dots show the accuracy of BERT and XTC-BERT, which are 83.95 and 83.44, respectively. The second one shows that INT8 using ZeroQuant can be 2.6 times faster than Baseline with FP16 using PyTorch and ZeoQuant can reduce the number of GPUs for inference from 2 to 1, which in total provides 5.2 times efficiency. It also shows that ZeroQuant has 50.4 accuracy compared to 50.5 using Baseline PyTorch. The third plot shows that ZeroQuant is more than 5000 times cheaper than baseline to compress a model, and the accuracy of ZeroQuant is 42.26 compared to 42.35 of baseline.
Microsoft Research Blog

DeepSpeed Compression: A composable library for extreme compression and zero-cost quantization 

July 20, 2022 | DeepSpeed Team and Andrey Proskurin

Large-scale models are revolutionizing deep learning and AI research, driving major improvements in language understanding, generating creative texts, multi-lingual translation and many more. But despite their remarkable capabilities, the models’ large size creates latency and cost constraints that hinder the…

In the news | IT Pro

Using AI and machine learning to kickstart climate change fightback 

July 19, 2022

Fighting climate change with carbon capture or geoengineering means harnessing the power of AI and sophisticated data modelling. Advances in artificial intelligence (AI) and machine learning may increase the chances of reducing carbon emissions through carbon capture or geo engineering…

confidential computing hero
Microsoft Research Blog

Confidential Containers: Verifiably secure computation in the cloud 

July 18, 2022 | Sean T. Allen

For many organizations, trusting their data to the cloud requires having a complete understanding of and control over the environment in which that data resides and how it’s being processed. Microsoft understands this, and we are committed to building a…

In the news | NHS

Futuristic 3D Holoportation Consultations To Bring Specialist Treatment To Remote Parts Of Scotland 

July 18, 2022

Ground-breaking technology aiming to bring specialist treatment to the most remote parts of Scotland, without the need for travel, has received high praise from patients during successful trials in Glasgow. The West of Scotland Innovation Hub, hosted by NHS Greater…

In the news | Microsoft Source

Microsoft launches Project AirSim, an end-to-end platform to accelerate autonomous flight 

July 18, 2022

Josh Riedy knew it wasn’t real – that he wasn’t actually hovering near the top of a wind turbine in North Dakota, hundreds of feet off the ground. But it didn’t matter when he looked down. His stomach still dropped…

In the news | C&EN

Bichlien Nguyen is one of the ACS 2022 Talented Twelve 

July 15, 2022

Meet the Talented 12 class of 2022. These early-career researchers are using chemistry to make the world a better place. They’re building better batteries, transforming pollution into products, and deciphering the human genome, to name just a few of their…

In the news | Microsoft On the Issues

A street-by-street view of digital inequity in the United States 

July 14, 2022

We often say that you can’t fix a problem you don’t understand. Today, Microsoft is releasing a new Digital Equity Data Dashboard to help create better understanding of the economic opportunity gaps in towns, cities and neighborhoods across the United…

diagram
Articles

DiT: Self-supervised Pre-training for Document Image Transformers 

July 13, 2022

Since 2019, researchers at Microsoft Research Asia have been exploring Document AI and have completed a series of work on LayoutLM/LayoutLMv2/LayoutXLM, TrOCR, MarkupLM, etc., achieving breakthroughs in a range of typical tasks such as object detection, information extraction, and document…

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