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Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads

Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads

We introduce an online popularity prediction and tracking task as a benchmark task for reinforcement learning with a combinatorial, natural language action space.A specified number of discussion threads predicted to be popular are recommended, chosen from a fixed window of recent comments to track.Novel deep reinforcement learning architectures are studied …