Introducing RISK

no code implementations • 17 Jul 2022 • Christopher D. Wallbridge, Qiyuan Zhang

This extended abstract introduces the initial steps taken to develop a system for Rapid Internal Simulation of Knowledge (RISK).

NOAHQA: Numerical Reasoning with Interpretable Graph Question Answering Dataset

1 code implementation • Findings (EMNLP) 2021 • Qiyuan Zhang, Lei Wang, Sicheng Yu, Shuohang Wang, Yang Wang, Jing Jiang, Ee-Peng Lim

While diverse question answering (QA) datasets have been proposed and contributed significantly to the development of deep learning models for QA tasks, the existing datasets fall short in two aspects.

Graph Question Answering Question Answering

MWPToolkit: An Open-Source Framework for Deep Learning-Based Math Word Problem Solvers

1 code implementation • 2 Sep 2021 • Yihuai Lan, Lei Wang, Qiyuan Zhang, Yunshi Lan, Bing Tian Dai, Yan Wang, Dongxiang Zhang, Ee-Peng Lim

Over the last few years, there are a growing number of datasets and deep learning-based methods proposed for effectively solving MWPs.

Math Math Word Problem Solving

Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning

1 code implementation • NeurIPS 2021 • Yiqin Yang, Xiaoteng Ma, Chenghao Li, Zewu Zheng, Qiyuan Zhang, Gao Huang, Jun Yang, Qianchuan Zhao

Moreover, we extend ICQ to multi-agent tasks by decomposing the joint-policy under the implicit constraint.

Multi-agent Reinforcement Learning Offline RL +5