Papers
ST-GAN: Unsupervised Facial Image Semantic Transformation Using Generative Adversarial Networks
Jichao Zhang, Fan Zhong, Gongze Cao et al.
Adaptive Sampling Scheme for Learning in Severely Imbalanced Large Scale Data
Wei Zhang, Said Kobeissi, Scott Tomko et al.
PHD: A Probabilistic Model of Hybrid Deep Collaborative Filtering for Recommender Systems
Jie Liu, Dong Wang, Yue Ding
Rate Optimal Estimation for High Dimensional Spatial Covariance Matrices
Yi Li, Aidong Adam Ding, Jennifer Dy
Data sparse nonparametric regression with $ε$-insensitive losses
Maxime Sangnier, Olivier Fercoq, Florence d’Alché-Buc
Locally Smoothed Neural Networks
Liang Pang, Yanyan Lan, Jun Xu et al.
Learning Predictive Leading Indicators for Forecasting Time Series Systems with Unknown Clusters of Forecast Tasks
Magda Gregorová, Alexandros Kalousis, Stéphane Marchand-Maillet
Probability Calibration Trees
Tim Leathart, Eibe Frank, Geoffrey Holmes et al.
Select-and-Evaluate: A Learning Framework for Large-Scale Knowledge Graph Search
F A Rezaur Rahman Chowdhury, Chao Ma, Md Rakibul Islam et al.
Multi-view Clustering with Adaptively Learned Graph
Hong Tao, Chenping Hou, Jubo Zhu et al.
Distributionally Robust Groupwise Regularization Estimator
Jose Blanchet, Yang Kang
A Quantum-Inspired Ensemble Method and Quantum-Inspired Forest Regressors
Zeke Xie, Issei Sato
Instance Specific Discriminative Modal Pursuit: A Serialized Approach
Yang Yang, De-Chuan Zhan, Ying Fan et al.
Mini-batch Block-coordinate based Stochastic Average Adjusted Gradient Methods to Solve Big Data Problems
Vinod Kumar Chauhan, Kalpana Dahiya, Anuj Sharma
A Study on Trust Region Update Rules in Newton Methods for Large-scale Linear Classification
Chih-Yang Hsia, Ya Zhu, Chih-Jen Lin
Limits of End-to-End Learning
Tobias Glasmachers
Learning Convolutional Neural Networks using Hybrid Orthogonal Projection and Estimation
Hengyue Pan, Hui Jiang
Tutorial: Making Better Use of the Crowd
Jennifer Wortman Vaughan
Deep Learning for Dialogue Systems
Yun-Nung Chen, Asli Celikyilmaz, Dilek Hakkani-Tür
Deep Learning for Semantic Composition
Xiaodan Zhu, Edward Grefenstette
Multimodal Machine Learning: Integrating Language, Vision and Speech
Louis-Philippe Morency, Tadas Baltrušaitis
NLP for Precision Medicine
Hoifung Poon, Chris Quirk, Kristina Toutanova et al.
Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts
Maja Popović, Jordan Boyd-Graber
Zara Returns: Improved Personality Induction and Adaptation by an Empathetic Virtual Agent
Farhad Bin Siddique, Onno Kampman, Yang Yang et al.