Papers
Language to Logical Form with Neural Attention
Li Dong, Mirella Lapata
Inferring Logical Forms From Denotations
Panupong Pasupat, Percy Liang
Data Recombination for Neural Semantic Parsing
Robin Jia, Percy Liang
Noise reduction and targeted exploration in imitation learning for Abstract Meaning Representation parsing
James Goodman, Andreas Vlachos, Jason Naradowsky
Parameter-Free Convex Learning through Coin Betting
Francesco Orabona, Dávid Pál
TPOT: A Tree-based Pipeline Optimization Tool for Automating Machine Learning
Randal S. Olson, Jason H. Moore
Towards Automatically-Tuned Neural Networks
Hector Mendoza, Aaron Klein, Matthias Feurer et al.
Adapting Multicomponent Predictive Systems using Hybrid Adaptation Strategies with Auto-WEKA in Process Industry
Manuel Martin Salvador, Marcin Budka, Bogdan Gabrys
Bayesian optimization for automated model selection
Gustavo Malkomes, Chip Schaff, Roman Garnett
Scalable Structure Discovery in Regression using Gaussian Processes
Hyunjik Kim, Yee Whye Teh
A Brief Review of the ChaLearn AutoML Challenge: Any-time Any-dataset Learning Without Human Intervention
Isabelle Guyon, Imad Chaabane, Hugo Jair Escalante et al.
A Strategy for Ranking Optimization Methods using Multiple Criteria
Ian Dewancker, Michael McCourt, Scott Clark et al.
Effect of Incomplete Meta-dataset on Average Ranking Method
Salisu Mamman Abdulrahman, Pavel Brazdil
Minimizing Quadratic Functions in Constant Time
Kohei Hayashi, Yuichi Yoshida
Natural-Parameter Networks: A Class of Probabilistic Neural Networks
Hao Wang, Xingjian SHI, Dit-Yan Yeung
Generating Long-term Trajectories Using Deep Hierarchical Networks
Stephan Zheng, Yisong Yue, Jennifer Hobbs
Balancing Suspense and Surprise: Timely Decision Making with Endogenous Information Acquisition
Ahmed M. Alaa, Mihaela van der Schaar
General Tensor Spectral Co-clustering for Higher-Order Data
Tao Wu, Austin R Benson, David F Gleich
Optimal Learning for Multi-pass Stochastic Gradient Methods
Junhong Lin, Lorenzo Rosasco
Visual Question Answering with Question Representation Update (QRU)
Ruiyu Li, Jiaya Jia
Dueling Bandits: Beyond Condorcet Winners to General Tournament Solutions
Siddartha Y. Ramamohan, Arun Rajkumar, Shivani Agarwal et al.
Human Decision-Making under Limited Time
Pedro A Ortega, Alan Stocker
Fast Active Set Methods for Online Spike Inference from Calcium Imaging
Johannes Friedrich, Liam Paninski