language-grounding-experiments

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language-grounding-experiments

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To do experiments on language grounding.

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# emergence-of-natural-language
To do experiments on using multi-agent system to simulate the emergence of natural language

# Requirements

- [training-monitor](https://github.com/yzh119/training_monitor) (To visualize the training process)

## First Experiment
It's a simplified version of the [ICLR2017 paper](https://arxiv.org/pdf/1612.07182.pdf).

[More details](number-game/README.md)

## Second Experiment

# Reference

- [On Wittgenstein's Concept of a Language Game](http://postmoderntherapies.com/word.html)
- [Multi-Agent Cooperation and the Emergence of (Natural) Language](https://arxiv.org/pdf/1612.07182.pdf)
- [Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments](https://arxiv.org/pdf/1706.02275.pdf)
- [Emergence of Grounded Compositional Language in Multi-Agent Populations](https://arxiv.org/pdf/1703.04908.pdf)
- [A Game-Theoretic Approach to Generating Spatial Descriptions](http://www.aclweb.org/anthology/D10-1040)
- [Emergence of Gricean Maxims from Multi-Agent Decision Theory](https://nlp.stanford.edu/pubs/cards-naacl2013.pdf)
- [Listen, Attend, and Walk: Neural Mapping of Navigational Instructions to Action Sequences](https://arxiv.org/pdf/1506.04089.pdf)

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