84 citations · 124 across the 11 of their papers we have counts for
3 papers · 1 filter
Facing Off World Model Backbones: RNNs, Transformers, and S4
Fei Deng, Junyeong Park, Sungjin Ahn
World models are a fundamental component in model-based reinforcement learning (MBRL). To perform temporally extended and consistent simulations of the future in partially observab…
Constructive Assimilation: Boosting Contrastive Learning Performance through View Generation Strategies
Ligong Han, Seungwook Han, Shivchander Sudalairaj +8
Transformations based on domain expertise (expert transformations), such as random-resized-crop and color-jitter, have proven critical to the success of contrastive learning techni…
Object-Centric Slot Diffusion
Jindong Jiang, Fei Deng, Gautam Singh +1
The recent success of transformer-based image generative models in object-centric learning highlights the importance of powerful image generators for handling complex scenes. Howev…