Rami Al-Rfou

Publications
Influence

DeepWalk: online learning of social representations

Bryan Perozzi, Rami Al-Rfou, S. Skiena
Computer Science
KDD
26 March 2014

We present DeepWalk, a novel approach for learning latent representations of vertices in a network. Expand

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Theano: A Python framework for fast computation of mathematical expressions

Rami Al-Rfou, G. Alain, +109 authors Y. Zhang
Mathematics, Computer Science
ArXiv
9 May 2016

Theano is a Python library that allows to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. Expand

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Polyglot: Distributed Word Representations for Multilingual NLP

Rami Al-Rfou, Bryan Perozzi, S. Skiena
Computer Science
CoNLL
5 July 2013

We train word embeddings for more than 100 languages using Wikipedias using state-of-the-art techniques. Expand

Statistically Significant Detection of Linguistic Change

Vivek Kulkarni, Rami Al-Rfou, Bryan Perozzi, S. Skiena
Computer Science
WWW
12 November 2014

We propose a new computational approach for tracking and detecting statistically significant linguistic shifts in the meaning and usage of words. Expand

Character-Level Language Modeling with Deeper Self-Attention

Rami Al-Rfou, Dokook Choe, Noah Constant, Mandy Guo, Llion Jones
Computer Science, Mathematics
AAAI
9 August 2018

In this paper, we show that a deep (64-layer) transformer model with fixed context outperforms RNN variants by a large margin, achieving state of the art on two popular benchmarks. Expand

Watch Your Step: Learning Node Embeddings via Graph Attention

Sami Abu-El-Haija, Bryan Perozzi, Rami Al-Rfou, Alexander Amir Alemi
Computer Science
NeurIPS
26 October 2017

We propose a novel attention model on the power series of the transition matrix, which guides the random walk to optimize an upstream objective. Expand

POLYGLOT-NER: Massive Multilingual Named Entity Recognition

Rami Al-Rfou, Vivek Kulkarni, Bryan Perozzi, S. Skiena
Computer Science
SDM
1 October 2014

We describe a system that builds Named Entity Recognition (NER) annotators for 40 major languages using Wikipedia and Freebase. Expand

Conversational Contextual Cues: The Case of Personalization and History for Response Ranking

Rami Al-Rfou, M. Pickett, Javier Snaider, Yun-Hsuan Sung, B. Strope, R. Kurzweil
Computer Science
ArXiv
1 June 2016

We investigate the task of modeling open-domain, multi-turn, unstructured, multiparticipant, conversational dialogue. Expand

Efficient Natural Language Response Suggestion for Smart Reply

Matthew Henderson, Rami Al-Rfou, +6 authors R. Kurzweil
Computer Science
ArXiv
1 May 2017

This paper presents a computationally efficient machine-learned method for natural language response suggestion. Expand

Learning Edge Representations via Low-Rank Asymmetric Projections

Sami Abu-El-Haija, Bryan Perozzi, Rami Al-Rfou
Computer Science, Mathematics
CIKM
16 May 2017

We propose a new method for embedding graphs while preserving directed edge information. Expand

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