Singh, Gautam

15 publications

ICLR 2025 Dreamweaver: Learning Compositional World Models from Pixels Junyeob Baek, Yi-Fu Wu, Gautam Singh, Sungjin Ahn

NeurIPSW 2024 Compositional Visual Reasoning with SlotSSMs Jindong Jiang, Fei Deng, Gautam Singh, Minseung Lee, Sungjin Ahn

ICML 2024 Parallelized Spatiotemporal Slot Binding for Videos Gautam Singh, Yue Wang, Jiawei Yang, Boris Ivanovic, Sungjin Ahn, Marco Pavone, Tong Che

NeurIPS 2024 Slot State Space Models Jindong Jiang, Fei Deng, Gautam Singh, Minseung Lee, Sungjin Ahn

NeurIPS 2023 Imagine the Unseen World: A Benchmark for Systematic Generalization in Visual World Models Yeongbin Kim, Gautam Singh, Junyeong Park, Caglar Gulcehre, Sungjin Ahn

ICLR 2023 Neural Systematic Binder Gautam Singh, Yeongbin Kim, Sungjin Ahn

NeurIPS 2023 Object-Centric Slot Diffusion Jindong Jiang, Fei Deng, Gautam Singh, Sungjin Ahn

ICLR 2022 Illiterate DALL-E Learns to Compose Gautam Singh, Fei Deng, Sungjin Ahn

NeurIPS 2022 Simple Unsupervised Object-Centric Learning for Complex and Naturalistic Videos Gautam Singh, Yi-Fu Wu, Sungjin Ahn

ICML 2021 Structured World Belief for Reinforcement Learning in POMDP Gautam Singh, Skand Peri, Junghyun Kim, Hyunseok Kim, Sungjin Ahn

ICML 2020 Robustifying Sequential Neural Processes Jaesik Yoon, Gautam Singh, Sungjin Ahn

ICLR 2020 SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition Zhixuan Lin, Yi-Fu Wu, Skand Vishwanath Peri, Weihao Sun, Gautam Singh, Fei Deng, Jindong Jiang, Sungjin Ahn

NeurIPS 2019 Sequential Neural Processes Gautam Singh, Jaesik Yoon, Youngsung Son, Sungjin Ahn

WACV 2014 Introspective Semantic Segmentation Gautam Singh, Jana Kosecka

CVPR 2013 Nonparametric Scene Parsing with Adaptive Feature Relevance and Semantic Context Gautam Singh, Jana Kosecka