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| 1 | +Capacity, Bandwidth, and Compositionality in Emergent Language Learning |
| 2 | +================================== |
| 3 | +Code repository of the models described in the paper accepted at AAMAS 2020 |
| 4 | +[Capacity, Bandwidth, and Compositionality in Emergent Language Learning](http://www.google.com "Capacity, Bandwidth, and Compositionality in Emergent Language Learning"). |
| 5 | + |
| 6 | +Dependencies |
| 7 | +------------------ |
| 8 | +### Python |
| 9 | +* Python>=3.6 |
| 10 | +* PyTorch>=1.2 |
| 11 | + |
| 12 | +### GPU |
| 13 | +* CUDA>=10.1 |
| 14 | +* cuDNN>=7.6 |
| 15 | + |
| 16 | +Running code |
| 17 | +------------------ |
| 18 | +```bash |
| 19 | +$ python main.py --num-binary-messages 24 --num-digits 6 --embedding-size-sender 40 --project-size-sender 60 --num-lstm-sender 300 --num-lstm-receiver 325 --embedding-size-receiver 125 --save-str <SAVE_STR> |
| 20 | +``` |
| 21 | +where `num-binary-messages` is the bandwidth, `num-digits` is the number of concepts, and `<SAVE_STR>` is the filename. |
| 22 | + |
| 23 | +License |
| 24 | +------------------- |
| 25 | +This project is licensed under the terms of the MIT license. |
| 26 | + |
| 27 | + |
| 28 | +Citation |
| 29 | +------------------ |
| 30 | +If you find the resources in this repository useful, please consider citing: |
| 31 | +``` |
| 32 | +@inproceedings{resnick*2020cap, |
| 33 | + author = {Resnick*, Cinjon and Gupta*, Abhinav and Foerster, Jakob and Dai, Andrew and Cho, Kyunghyun}, |
| 34 | + title = {Capacity, Bandwidth, and Compositionality in Emergent Language Learning}, |
| 35 | + year = {2020}, |
| 36 | + publisher = {International Foundation for Autonomous Agents and Multiagent Systems}, |
| 37 | + address = {Richland, SC}, |
| 38 | + booktitle = {Proceedings of the 19th International Conference on Autonomous Agents and MultiAgent Systems}, |
| 39 | + numpages = {9}, |
| 40 | + keywords = {Multi-agent communication, Compositionality, Emergent languages}, |
| 41 | + location = {Auckland, New Zealand}, |
| 42 | + series = {AAMAS ’20}, |
| 43 | + url = {https://arxiv.org/abs/1910.11424}, |
| 44 | +} |
| 45 | +``` |
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