Debadeepta Dey - AI Profile

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Assistant Professor

Microsoft Research AI/Paul G. Allen School of Computer Science & Engineering, University of Washington

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AI, Machine Learning: Decision-making under constraints of uncertainty and computation, Reinforcement Learning, Optimization, Deep Learning, Graphical Models, Structured Prediction
Robotics: Perception for autonomous aerial and ground robots, 3D reconstruction, Path Planning, Mapping and Navigation

Research Interests

Papers48 papers

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Boosting the Throughput and Accelerator Utilization of Specialized CNN Inference Beyond Increasing Batch Size

Jack Kosaian,Amar Phanishayee,Matthai Philipose,Debadeepta Dey,Rashmi Vinayak

ICML, pp.5731-5741, (2021)

EIBibtex

Quality and Relevance Metrics for Selection of Multimodal Pretraining Data

Roshan Rao, Sudha Rao, Elnaz Nouri,Debadeepta Dey,Asli Çelikyilmaz,Bill Dolan

CVPR Workshops, pp.4109-4116, (2020)

EIBibtex

Metareasoning in Modular Software Systems: On-the-Fly Configuration Using Reinforcement Learning with Rich Contextual Representations

Aditya Modi,Debadeepta Dey,Alekh Agarwal,Adith Swaminathan,Besmira Nushi,Sean Andrist,Eric Horvitz

national conference on artificial intelligence, (2020)

Cited by2Bibtex

Reparameterized Variational Divergence Minimization for Stable Imitation

Dilip Arumugam,Debadeepta Dey,Alekh Agarwal,Asli Celikyilmaz, Elnaz Nouri,Bill Dolan

Bibtex

A Recipe for Creating Multimodal Aligned Datasets for Sequential Tasks

Angela Lin, Sudha Rao,Asli Celikyilmaz, Elnaz Nouri,Chris Brockett,Debadeepta Dey,Bill Dolan

ACL, pp.4871-4884, (2020)

Cited by2EIBibtex

Blind Spot Detection for Safe Sim-to-Real Transfer

Ramya Ramakrishnan,Ece Kamar,Debadeepta Dey,Eric Horvitz,Julie Shah

JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, (2020): 191.0-234

EIBibtex

Overcoming Blind Spots in the Real World: Leveraging Complementary Abilities for Joint Execution

Ramya Ramakrishnan,Ece Kamar,Besmira Nushi,Debadeepta Dey,Julie A. Shah,Eric Horvitz

THIRTY-THIRD AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE / THIRTY-FIRST INNOVATIVE APPLICATIONS OF AR..., pp.6137-6145, (2019)

Cited by4EIBibtex

Learning Anytime Predictions in Neural Networks via Adaptive Loss Balancing

Hanzhang Hu,Debadeepta Dey,Martial Hebert,J. Andrew Bagnell

national conference on artificial intelligence, (2019)

Cited by22EIBibtex

Efficient Forward Architecture Search

Hanzhang Hu,John Langford,Rich Caruana, Saurajit Mukherjee,Eric Horvitz,Debadeepta Dey

ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), (2019): 10122-10131

Cited by17EIBibtex

Metareasoning in Modular Software Systems: On-the-Fly Configuration using Reinforcement Learning with Rich Contextual Representations

Aditya Modi,Debadeepta Dey,Alekh Agarwal,Adith Swaminathan,Besmira Nushi,Sean Andrist,Eric Horvitz

arXiv: Learning, (2019)

EIBibtex

Vision-based Navigation with Language-based Assistance via Imitation Learning with Indirect Intervention

Khanh Nguyen,Debadeepta Dey,Chris Brockett,Bill Dolan

CVPR, (2019): 12527-12537

Cited by23EIBibtex

Deep Reinforcement Learning of Universal Policies with Diverse Environment Summaries

Felix Berkenkamp,Debadeepta Dey,Ashish Kapoor

(2018)

Bibtex

Macro neural architecture search revisited

Hanzhang Hu, John Langford,Rich Caruana,Eric Horvitz,Debadeepta Dey

2nd Workshop on Meta-Learning at NeurIPS, (2018)

Cited by2Bibtex

Learn-to-Score: Efficient 3D Scene Exploration by Predicting View Utility

Benjamin Hepp,Debadeepta Dey,Sudipta N. Sinha,Ashish Kapoor,Neel Joshi,Otmar Hilliges

ECCV, (2018)

Cited by11EIBibtex

Near Real-Time Detection of Poachers from Drones in AirSim

Elizabeth Bondi,Ashish Kapoor,Debadeepta Dey, James Piavis,Shital Shah, Robert Hannaford,Arvind Iyer,Lucas Joppa,Milind Tambe

IJCAI, pp.5814-5816, (2018)

Cited by4EIBibtex

Discovering Blind Spots in Reinforcement Learning

Ramya Ramakrishnan,Ece Kamar,Debadeepta Dey,Julie A. Shah,Eric Horvitz

AAMAS, (2018): 1017-1025

Cited by11EIBibtex

AirSim-W: A Simulation Environment for Wildlife Conservation with UAVs

Elizabeth Bondi,Debadeepta Dey,Ashish Kapoor, Jim Piavis,Shital Shah,Fei Fang,Bistra Dilkina, Robert Hannaford,Arvind Iyer,Lucas Joppa,Milind Tambe

COMPASS, pp.40:1-40:12, (2018)

Cited by20EIBibtex

Data-driven Planning via Imitation Learning

Sanjiban Choudhury, Mohak Bhardwaj, Sankalp Arora,Ashish Kapoor,Gireeja Ranade,Sebastian Scherer,Debadeepta Dey

The International Journal of Robotics Research, (2018)

Cited by32EIBibtex

Anytime Neural Network: a Versatile Trade-off Between Computation and Accuracy

Hanzhang Hu,Debadeepta Dey,Martial Hebert,J. Andrew Bagnell

arXiv: Learning, (2018)

Cited by4Bibtex

Log-DenseNet: How to Sparsify a DenseNet

Hanzhang Hu,Debadeepta Dey, Allison Del Giorno,Martial Hebert,J. Andrew Bagnell

arXiv: Computer Vision and Pattern Recognition, (2018)

Cited by23EIBibtex

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