| Vol-1583 urn:nbn:de:0074-1583-4 Copyright © 2015 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# CoCo 2015
Cognitive Computation 2015

### Proceedings of the NIPS Workshop on Cognitive Computation: Integrating Neural and Symbolic Approaches
co-located with the 29th Annual Conference on Neural Information Processing Systems (NIPS 2015)

### Montreal, Canada, December 11-12, 2015.

Edited by

### Tarek R. Besold *
Artur d'Avila Garcez **
Gary F. Marcus ***
Risto Miikkulainen ****

* Free University of Bozen-Bolzano, Italy
** City University London, UK
*** New York University, USA
**** University of Texas at Austin, USA

## Table of Contents

- Turing Computation with Recurrent Artificial Neural Networks
  Giovanni S. Carmantini, Peter beim Graben, Mathieu Desroches, Serafim Rodrigues
- The Usefulness of Past Knowledge when Learning a New Task in Deep Neural Networks
  Guglielmo Montone, J. Kevin O'Regan, Alexander V. Terekhov
- Analogy Making and Logical Inferences on Images using Cellular Automata based Hyperdimensional Computing
  Ozgur Yilmaz
- Probability Matching via Deterministic Neural Networks
  Milad Kharratzadeh, Thomas Shultz
- Tree-Structured Composition in Neural Networks without Tree-Structured Architectures
  Samuel R. Bowman, Christopher D. Manning, Christopher Potts
- Request Confirmation Networks for Neuro-Symbolic Script Execution
  Joscha Bach, Priska Herger
- Lifted Relational Neural Networks
  Gustav Sourek, Vojtech Aschenbrenner, Filip Zelezny, Ondrej Kuzelka
- Efficient Neural Computation in the Laplace Domain
  Marc W. Howard, Karthik H. Shankar, Zoran Tiganj
- Symbol Grounding in Multimodal Sequences using Recurrent Neural Networks
  Federico Raue, Wonmin Byeon, Thomas M. Breuel, Marcus Liwicki
- Extracting Interpretable Models from Matrix Factorization Models
  Ivan Sanchez Carmona, Sebastian Riedel
- Building Memory with Concept Learning Capabilities from Large-Scale Knowledge Bases
  Jiaxin Shi, Jun Zhu
- Early Detection of Combustion Instability by Neural-Symbolic Analysis on Hi-Speed Video
  Soumalya Sarkar, Kin Gwn Lore, Soumik Sarkar
- Combinatorial Structures and Processing in Neural Blackboard Architectures
  Frank van der Velde, Marc de Kamps
- A Recurrent Neural Network for Multiple Language Acquisition: Starting with English and French
  Xavier Hinaut, Johannes Twiefel, Maxime Petit, Peter Dominey, Stefan Wermter
- Fractal Grammars which Recover from Perturbations
  Whitney Tabor
- Predicting Embedded Syntactic Structures from Natural Language Sentences with Neural Network Approaches
  Gregory Senay, Fabio Massimo Zanzotto, Lorenzo Ferrone, Luca Rigazio
- Neural Network Model of Semantic Processing in the Remote Associates Test
  Ivana Kajic, Thomas Wennekers
- Relational Knowledge Extraction from Neural Networks
  Manoel Vitor Macedo Franca, Artur S. d'Avila Garcez, Gerson Zaverucha

2016-04-29: submitted by Tarek R. Besold, metadata incl. bibliographic data published under Creative Commons CC0
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