The NeurIPS 2022 Neural MMO Challenge: A Massively Multiagent Competition with Specialization and Trade

1 code implementation • 7 Nov 2023 • Enhong Liu, Joseph Suarez, Chenhui You, Bo Wu, BingCheng Chen, Jun Hu, Jiaxin Chen, Xiaolong Zhu, Clare Zhu, Julian Togelius, Sharada Mohanty, Weijun Hong, Rui Du, Yibing Zhang, Qinwen Wang, Xinhang Li, Zheng Yuan, Xiang Li, Yuejia Huang, Kun Zhang, Hanhui Yang, Shiqi Tang, Phillip Isola

In this paper, we present the results of the NeurIPS-2022 Neural MMO Challenge, which attracted 500 participants and received over 1, 600 submissions.

Benchmarking Robustness and Generalization in Multi-Agent Systems: A Case Study on Neural MMO

no code implementations • 30 Aug 2023 • Yangkun Chen, Joseph Suarez, Junjie Zhang, Chenghui Yu, Bo Wu, HanMo Chen, Hengman Zhu, Rui Du, Shanliang Qian, Shuai Liu, Weijun Hong, Jinke He, Yibing Zhang, Liang Zhao, Clare Zhu, Julian Togelius, Sharada Mohanty, Jiaxin Chen, Xiu Li, Xiaolong Zhu, Phillip Isola

We present the results of the second Neural MMO challenge, hosted at IJCAI 2022, which received 1600+ submissions.

Benchmarking Reinforcement Learning (RL)

The Neural MMO Platform for Massively Multiagent Research

no code implementations • 14 Oct 2021 • Joseph Suarez, Yilun Du, Clare Zhu, Igor Mordatch, Phillip Isola

Neural MMO is a computationally accessible research platform that combines large agent populations, long time horizons, open-ended tasks, and modular game systems.

Determining Question-Answer Plausibility in Crowdsourced Datasets Using Multi-Task Learning

1 code implementation • EMNLP (WNUT) 2020 • Rachel Gardner, Maya Varma, Clare Zhu, Ranjay Krishna

Datasets extracted from social networks and online forums are often prone to the pitfalls of natural language, namely the presence of unstructured and noisy data.

Multi-Task Learning valid

Effective Approaches to Batch Parallelization for Dynamic Neural Network Architectures

1 code implementation • 8 Jul 2017 • Joseph Suarez, Clare Zhu

We present a simple dynamic batching approach applicable to a large class of dynamic architectures that consistently yields speedups of over 10x.

Question Answering Visual Question Answering