#### Filter Results:

- Full text PDF available (23)

#### Publication Year

2006

2019

- This year (4)
- Last 5 years (28)
- Last 10 years (35)

#### Supplemental Content

#### Publication Type

#### Co-author

#### Journals and Conferences

Learn More

Recent methods for learning vector space representations of words have succeeded in capturing fine-grained semantic and syntactic regularities using vector arithmetic, but the origin of these… (More)

We introduce a novel machine learning framework based on recursive autoencoders for sentence-level prediction of sentiment label distributions. Our method learns vector space representations for… (More)

Paraphrase detection is the task of examining two sentences and determining whether they have the same meaning. In order to obtain high accuracy on this task, thorough syntactic and semantic analysis… (More)

A deep fully-connected neural network with an i.i.d. prior over its parameters is equivalent to a Gaussian process (GP) in the limit of infinite network width. This correspondence enables exact… (More)

It is well known that weight initialization in deep networks can have a dramatic impact on learning speed. For example, ensuring the mean squared singular value of a network's input-output Jacobian… (More)

In recent years, state-of-the-art methods in computer vision have utilized increasingly deep convolutional neural network architectures (CNNs), with some of the most successful models employing… (More)

Recurrent neural networks have gained widespread use in modeling sequence data across various domains. While many successful recurrent architectures employ a notion of gating, the exact mechanism… (More)

In practice it is often found that large over-parameterized neural networks generalize better than their smaller counterparts, an observation that appears to conflict with classical notions of… (More)

A bstractWe present the four-loop remainder function for six-gluon scattering with maximal helicity violation in planar $ \mathcal{N} $ = 4 super-Yang-Mills theory, as an analytic function of three… (More)

A bstractWe argue that the natural functions for describing the multi-Regge limit of six-gluon scattering in planar $ \mathcal{N}=4 $ super Yang-Mills theory are the single-valued harmonic… (More)