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Third International Workshop on Symbolic-Neural Learning (SNL-2019)

July 11-12, 2019
Miraikan hall, Odaiba Miraikan 7F (Tokyo, Japan)

Program:

July 11 (Thursday)

13:00-13:10Opening: Jun'ichi Tsujii
13:10-14:10 Keynote talk I: Noah Smith (University of Washington/Allen Institute for Artificial Intelligence)Rational Recurrences for Empirical Natural Language Processing
14:10-14:35 Invited talk: Taiji Suzuki (The University of Tokyo/AIP)Adaptivity of deep learning in Besov space with its connection to sparse estimation
14:35-15:00 Invited talk: Chenhui Chu (Osaka University) Visually Grounded Paraphrase Identification
15:00-15:25 Invited talk: Jun Suzuki (Tohoku University/AIP)Usability Enhancements to Neural Word Embeddings
15:25-15:55 Coffee break
15:55-16:20 Invited talk: David McAllester (Toyota Technological Institute at Chicago)Rate-Distortion Autoencoding for Unsupervised Machine Translation
16:20-16:45 Invited talk: Hirohiko Niioka (Osaka University)Bio-Medical imaging supported by deep learning
16:45-17:10 Invited talk: Norimichi Ukita (Toyota Technological Institute)Image and Video Super-resolution for Learning Visual Representations: Application to Tiny Object Detection
17:10-17:35 Invited talk: Masashi Tsubaki (AIRC, AIST)Deep learning for graph-structured data: applications to drug and materials discovery
18:00-20:00 Banquet

July 12 (Friday)

10:00-11:00 Keynote talk II: Kristina Toutanova (Google)Learning and evaluating generalizable vector space representations of texts
11:00-11:25 Invited talk: Yoshimasa Tsuruoka (The University of Tokyo/AIRC)Combining Knowledge and Deep Reinforcement Learning for Plant Control
11:25-11:50 Invited talk: Karl Stratos (Toyota Technological Institute at Chicago)Mutual Information Maximization for Simple and Effective Label Induction in Text
11:50-13:20 Lunch
13:20-14:20 Poster session [[ list of presentations ]]
14:20-14:30 Break
14:30-15:30 Keynote talk III: Maximilian Nickel (Facebook) Representation Learning in Symbolic Domains
15:30-15:50 Coffee break
15:50-16:15 Invited talk: Matthew Walter (Toyota Technological Institute at Chicago)Joint Optimization over Robot Motion and Control
16:15-16:40 Invited talk: Takahiro Shinozaki (Tokyo Institute of Technology)Automated Development of Deep Neural Network Systems Based on Evolutionary Algorithms
16:40-17:05 Invited talk: Masaaki Imaizumi (Institute of Statistical Mathematics)Generalization Analysis for Mechanism of Deep Neural Networks via Nonparametric Statistics
17:05-17:30 Invited talk: Ryutaro Ichise (National Institute of Informatics/AIRC)Knowledge Graph Construction
17:30-17:40 Closing