84 citations · 124 across the 11 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
cs.LG2021★ 11 cited
DreamerPro: Reconstruction-Free Model-Based Reinforcement Learning with Prototypical Representations
Fei Deng, Ingook Jang, Sungjin Ahn
Top-performing Model-Based Reinforcement Learning (MBRL) agents, such as Dreamer, learn the world model by reconstructing the image observations. Hence, they often fail to discard…
cs.CV2021
Illiterate DALL-E Learns to Compose
Gautam Singh, Fei Deng, Sungjin Ahn
Although DALL-E has shown an impressive ability of composition-based systematic generalization in image generation, it requires the dataset of text-image pairs and the compositiona…