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Junshuai Song's Projects

aaai18-code icon aaai18-code

The code of AAAI18 paper "Learning Structured Representation for Text Classification via Reinforcement Learning".

actor_criticpointer_network-tsp icon actor_criticpointer_network-tsp

Tensorflow implementation of an Actor Critic algorithm using a Pointer Network to solve the TSP (algorithm from Neural Combinatorial Optimization with Reinforcement Learning, Bello et al, 2016)

adversarial-mt icon adversarial-mt

Code for "Imitation Attacks and Defenses for Black-box Machine Translations Systems"

advssl icon advssl

A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning

cntk icon cntk

Microsoft Cognitive Toolkit (CNTK), an open source deep-learning toolkit

communitydetectioncodes icon communitydetectioncodes

some overlapping community detection algorithms. Major contents are survey, algorithms' implementations, submodules, graph dataset benchmarks, evaluation metrics, scripts, some visualizations in Presentation folder.

distributed_ppo icon distributed_ppo

This is an pytorch implementation of Distributed Proximal Policy Optimization(DPPO).

dopamine icon dopamine

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

dqn_mvc icon dqn_mvc

Implementation of Learning Combinatorial Optimization Algorithms over Graphs, by Hanjun Dai et al. (2017)

entity-linking icon entity-linking

Entity Linking,识别给定文本中出现的命名实体(Named Entity),并映射到特定的知识库中唯一的实体。包括命名实体识别、消歧等工作。

graphh icon graphh

GraphH is a high availability and scalable graph algorithm framework based on the relational database. It use the vertex centered model that is similar to Giraph.

graphnn icon graphnn

Training computational graph on top of structured data (string, graph, etc)

imitation icon imitation

Code for the paper "Generative Adversarial Imitation Learning"

lightrnn-nips2016-tensorflow_code icon lightrnn-nips2016-tensorflow_code

The tensorflow implementation of NIPS2016 paper "LightRNN: Memory and Computation-Efficient Recurrent Neural Networks" (https://arxiv.org/abs/1610.09893)

matchingnetworks icon matchingnetworks

An attempt at replicating the Matching Networks for One Shot Learning in Tensorflow - Paper URL: https://arxiv.org/pdf/1606.04080.pdf

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