Gautam Singh · CV · Twitter · LinkedIn · Github · Scholar


I am a Ph.D. candidate in the Department of Computer Science at Rutgers University, advised by Prof. Sungjin Ahn.

I am interested in perception and generative modeling in unstructured modalities (e.g., vision), focusing on compositionality and out-of-distribution (OOD) generalization. I pursue unsupervised learning approaches for harnessing the full potential of all available data and large-scale training. Toward perception, my focus is on how to extract reusable and composable primitives such as objects and attributes from raw observations. Toward generative modeling, I am interested in building compositional world models for applications in agent learning.

I spent the summer of 2021 as an Applied Scientist Intern at Amazon. Before starting a Ph.D. in 2018, I worked at IBM Research India. In 2015, I received a Bachelor of Technology degree from IIT Guwahati. I also spent a summer at KAIST as a research intern in 2014.


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