Papers
Exploration vs Exploitation vs Safety: Risk-Aware Multi-Armed Bandits
Nicolas Galichet, Michèle Sebag, Olivier Teytaud
Multiclass Latent Locally Linear Support Vector Machines
Marco Fornoni, Barbara Caputo, Francesco Orabona
Q-learning for history-based reinforcement learning
Mayank Daswani, Peter Sunehag, Marcus Hutter
Multi-Label Classification with Unlabeled Data: An Inductive Approach
Le Wu, Min-Ling Zhang
Achievability of Asymptotic Minimax Regret in Online and Batch Prediction
Kazuho Watanabe, Teemu Roos, Petri Myllymäki
Information Retrieval Perspective to Meta-visualization
Jaakko Peltonen, Ziyuan Lin
Predictive Simulation Framework of Stochastic Diffusion Model for Identifying Top-K Influential Nodes
Kouzou Ohara, Kazumi Saito, Masahiro Kimura et al.
Learning Parts-based Representations with Nonnegative Restricted Boltzmann Machine
Tu Dinh Nguyen, Truyen Tran, Dinh Phung et al.
Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning
Risheng Liu, Zhouchen Lin, Zhixun Su
Multi-armed Bandit Problem with Lock-up Periods
Junpei Komiyama, Issei Sato, Hiroshi Nakagawa
Novel Boosting Frameworks to Improve the Performance of Collaborative Filtering
Xiaotian Jiang, Zhendong Niu, Jiamin Guo et al.
Accelerated Coordinate Descent with Adaptive Coordinate Frequencies
Tobias Glasmachers, Urun Dogan
Polynomial Runtime Bounds for Fixed-Rank Unsupervised Least-Squares Classification
Fabian Gieseke, Tapio Pahikkala, Christian Igel
Linear Approximation to ADMM for MAP inference
Sholeh Forouzan, Alexander Ihler
Guided Monte Carlo Tree Search for Planning in Learned Environments
Jelle Van Eyck, Jan Ramon, Fabian Guiza et al.
Stability of Multi-Task Kernel Regression Algorithms
Julien Audiffren, Hachem Kadri
The mathematics of language learning
András Kornai, Gerald Penn, James Rogers et al.
Variational Inference for Structured NLP Models
David Burkett, Dan Klein
Robust Automated Natural Language Processing with Multiword Expressions and Collocations
Valia Kordoni, Markus Egg
Exploiting Social Media for Natural Language Processing: Bridging the Gap between Language-centric and Real-world Applications
Simone Paolo Ponzetto, Andrea Zielinski
Decipherment
Kevin Knight
Semantic Parsing with Combinatory Categorial Grammars
Yoav Artzi, Nicholas FitzGerald, Luke Zettlemoyer
Visual Features for Linguists: Basic image analysis techniques for multimodally-curious NLPers
Elia Bruni, Marco Baroni