Publications
2020
Towards Object Detection Under IoT Resource Constraints: Combining Partitioning, Slicing and Compression
Colin Samplawski, Jin Huang, Deepak Ganesan, Benjamin M. Marlin
2nd International Workshop on Challenges in Artificial Intelligence and Machine Learning for Internet of Things
18th ACM Conference on Embedded Networked Sensor Systems (SenSys 2020)
Virtual Event, Japan
CLIO: Enabling Automatic Compilation of Deep Learning Pipelines Across IoT and Cloud
Jin Huang, Colin Samplawski, Deepak Ganesan, Benjamin M. Marlin, Heesung Kwon
26th Annual International Conference on Mobile Computing and Networking (MobiCom 2020)
London, United Kingdom
Zero-Shot Learning in the Presence of Hierarchically Coarsened Labels
Colin Samplawski, Erik Learned-Miller, Heesung Kwon, Benjamin M. Marlin
Workshop on Visual Learning with Limited Labels
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2020)
Virtual Event
Learning Graph-Based Priors for Generalized Zero-Shot Learning
Colin Samplawski, Jannik Wolff, Tassilo Klein, Moin Nabi
First International Workshop on Deep Learning on Graphs: Methodologies and Applications
34th AAAI Conference on Artificial Intelligence (AAAI 2020)
New York, NY
2019
Weakly Supervised Content and Style Disentanglement with Gaussian Mixture VAEs
Jan Nikolas Morshuis, Colin Samplawski, Moin Nabi
Workshop on Information Theory and Machine Learning
Conference on Neural Information Processing Systems (NeurIPS 2019)
Vancouver, Canada