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Relational-Grid-World: A Novel Relational Reasoning Environment and An Agent Model for Relational Information Extraction [article]

Faruk Kucuksubasi, Elif Surer
2020 arXiv   pre-print
We tested two networks in two environments ---i.e., the baseline Box-World environment and our novel environment, Relational-Grid-World (RGW).  ...  The main contributions of this study are two-fold ---an RL agent that can explicitly perform relational reasoning, and a new environment that measures the relational reasoning capabilities of RL agents  ...  Relational-Grid-World (RGW) In this study, we introduce a new environment, Relational-Grid-World (RGW), which is complex in terms of visual perceptions and combinatorial selections.  ... 
arXiv:2007.05961v1 fatcat:rfzftkcmu5cxdcnk5fzuizimti

Relational-Grid-World: A Novel Relational Reasoning Environment and An Agent Model for Relational Information Extraction

2020 Turkish Journal of Electrical Engineering and Computer Sciences  
We tested two networks in two environments -i.e., the baseline Box-World environment and 10 our novel environment, Relational-Grid-World (RGW).  ...  relational reasoning, and a 18 new environment that measures the relational reasoning capabilities of RL agents. 19 networks 21 agent(s) will be able to take the best actions in the environment.  ...  Extracted relational 14 information is used by the agent for the production of policy logits and value estimation.  ... 
doi:10.3906/elk-2008-94 fatcat:3plkytw4zbgqrgwfg4yxr4yecu