【5月23日 更新分】機械学習に関する論文まとめ

5月23日に公開された論文


ニューラルネットワーク

Regularizing deep networks using efficient layerwise adversarial training
著者:Swami Sankaranarayanan, Arpit Jain, Rama Chellappa, Ser Nam Lim
Training with Confusion for Fine-Grained Visual Classification
著者:Abhimanyu Dubey, Otkrist Gupta, Pei Guo, Ramesh Raskar, Ryan Farrell, Nikhil Naik

自然言語処理

Use of Knowledge Graph in Rescoring the N-Best List in Automatic Speech Recognition
著者:Ashwini Jaya Kumar, Camilo Morales, Maria-Esther Vidal, Christoph Schmidt, Sören Auer

画像解析

Learning multiple visual domains with residual adapters
著者:Sylvestre-Alvise Rebuffi, Hakan Bilen, Andrea Vedaldi
Semantically Decomposing the Latent Spaces of Generative Adversarial Networks
著者:Chris Donahue, Akshay Balsubramani, Julian McAuley, Zachary C. Lipton
Towards seamless multi-view scene analysis from satellite to street-level
著者:Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
Universal Style Transfer via Feature Transforms
著者:Yijun Li, Chen Fang, Jimei Yang, Zhaowen Wang, Xin Lu, Ming-Hsuan Yang
GP-Unet: Lesion Detection from Weak Labels with a 3D Regression Network
著者:Florian Dubost, Gerda Bortsova, Hieab Adams, Arfan Ikram, Wiro Niessen, Meike Vernooij, Marleen De Bruijne
Learning to Associate Words and Images Using a Large-scale Graph
著者:Heqing Ya, Haonan Sun, Jeffrey Helt, Tai Sing Lee
Learning Robust Object Recognition Using Composed Scenes from Generative Models
著者:Hao Wang, Xingyu Lin, Yimeng Zhang, Tai Sing Lee

音声解析

Voice Conversion Using Sequence-to-Sequence Learning of Context Posterior Probabilities
著者:Hiroyuki Miyoshi, Yuki Saito, Shinnosuke Takamichi, Hiroshi Saruwatari

強化学習

Concrete Dropout
著者:Yarin Gal, Jiri Hron, Alex Kendall
A unified view of entropy-regularized Markov decision processes
著者:Gergely Neu, Anders Jonsson, Vicenç Gómez
Deep Reinforcement Learning with Relative Entropy Stochastic Search
著者:Voot Tangkaratt, Abbas Abdolmaleki, Masashi Sugiyama
Dynamic Safe Interruptibility for Decentralized Multi-Agent Reinforcement Learning
著者:El Mahdi El Mhamdi, Rachid Guerraoui, Hadrien Hendrikx, Alexandre Maurer

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