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编者按：微软亚洲研究院“铸星计划”旨在发掘和助力新一代青年学者，使其成为科研创新能力突出、走在世界科技前沿的学术带头人。无论是与领域内顶尖研究员合作的机会，还是最新、最丰富的数据集和强大的支持资源，亦或是产业界独有的实际应用场景，都吸引着青年才俊们来到 MSRA 探索领域内前沿新知。 年轻、开拓、探索，是铸星计划的关键词；合作、创新、成就，是每个学术新星发光闪耀的必经之途。来自东北大学的王莹老师，...

While the NNGP and NTK limits essentially only considers the neural network initialization, the feature learning limit incorporates the entire training trajectory. A Neural network is represented by a stack of vertical shapes: an inverted trapezoid, a square, and a triangle. On the left side of the shape, A blue arrow moves upward and represents the first forward pass. The NNGP limit can be thought of as the limit of this first forward pass. On the right side of the shape, a green arrow moves downward and represents the first backward pass. The NTK limit can be thought of as the limit for this first backward pass. In contrast, the feature learning limit takes into account the many cycles of forward and backward passes that take place during the entire training process. These cycles are represented by many repetitions of blue upward arrow and green downward arrows to the right of the neural network. An orange box encloses all of these cycles. On top of the box is the annotation “SGD Training Progress” with an arrow to the right. An arrow comes out from the bottom of the box pointing to a textbox that says “Feature Learning Limit, This Work.”
Microsoft Research Blog

| Edward Hu and Greg Yang

In the pursuit of learning about fundamentals of the natural world, scientists have had success with coming at discoveries from both a bottom-up and top-down approach. Neuroscience is a great example of the former. Spanish anatomist Santiago Ramón y Cajal…

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In the news | Microsoft Customers Stories

Pearson helps people around the globe learn foreign languages so that they can advance in academics and careers. When primary school students learn English, they often need more practice and feedback from teachers and parents than they can get. Pearson…

In the news | Microsoft Industry Blogs

It’s hard to believe another year of HIMSS is upon us and given the impact of COVID-19 on our society, we’ve all had to rethink how we approach connecting with community and engaging with audiences this past year. So, we…

Micah Stampley, Lisa Nakamura posing for a photo
Microsoft Research Blog

In November, NYU media professor Charlton McIlwain (opens in new tab) joined fellow scholars Safiya Noble, Ruha Benjamin, and André Brock for a virtual discussion on anti-Blackness and technology hosted by the University of California Santa Barbara. The conversation was…

Awards | CAV

The CAV award is given annually at the CAV conference for fundamental contributions to the field of Computer-Aided Verification.  In this nomination, CAV proposed to recognize contributors whose pioneering works laid the groundwork for the theory and practice of SMT. …

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Articles

A healthy workplace culture that emphasizes wellbeing isn’t just a passing phase. Leaders understand that improving workplace culture is a smart long-term investment.

Two people side by side, Max Welling on the left and Chris Bishop on the right, in black and white smile and look forward.
Microsoft Research Podcast

In this episode, Chris Bishop, Lab Director of Microsoft Research Cambridge, welcomes renowned machine learning researcher Max Welling to the Microsoft Research team as head of the new Amsterdam lab. Connecting over their shared physics background and vision for molecular…

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In the news | GeekWire

Microsoft Research will open a new lab in Amsterdam led by Max Welling, a physicist who specializes in molecular simulation, looking to further unlock the potential of machine learning in areas such as climate change and healthcare. The company announced the…