Sonia Chernova

Sonia Chernova

Georgia Institute of Technology

H-index: 39

North America-United States

About Sonia Chernova

Sonia Chernova, With an exceptional h-index of 39 and a recent h-index of 30 (since 2020), a distinguished researcher at Georgia Institute of Technology, specializes in the field of Robotics, Artificial Intelligence.

His recent articles reflect a diverse array of research interests and contributions to the field:

IndoorSim-to-OutdoorReal: Learning to Navigate Outdoors Without Any Outdoor Experience

AI‐CARING: National AI Institute for Collaborative Assistance and Responsive Interaction for Networked Groups

Sensor event sequence prediction for proactive smart home: A GPT2-based autoregressive language model approach

Clustering user preferences for personalized teleoperation control schemes via trajectory similarity analysis

Q-ITAGS: Quality-Optimized Spatio-Temporal Heterogeneous Task Allocation with a Time Budget

D-ITAGS: a dynamic interleaved approach to resilient task allocation, scheduling, and motion planning

Explainable activity recognition for smart home systems

State2explanation: Concept-based explanations to benefit agent learning and user understanding

Sonia Chernova Information

University

Position

Associate Professor

Citations(all)

9981

Citations(since 2020)

5726

Cited By

6256

hIndex(all)

39

hIndex(since 2020)

30

i10Index(all)

101

i10Index(since 2020)

78

Email

University Profile Page

Georgia Institute of Technology

Google Scholar

View Google Scholar Profile

Sonia Chernova Skills & Research Interests

Robotics

Artificial Intelligence

Top articles of Sonia Chernova

Title

Journal

Author(s)

Publication Date

IndoorSim-to-OutdoorReal: Learning to Navigate Outdoors Without Any Outdoor Experience

arXiv preprint arXiv:2305.01098

Joanne Truong

April Zitkovich

Sonia Chernova

Dhruv Batra

Tingnan Zhang

...

2023/5/1

AI‐CARING: National AI Institute for Collaborative Assistance and Responsive Interaction for Networked Groups

AI Magazine

Sonia Chernova

Elizabeth Mynatt

Agata Rozga

Reid Simmons

Holly Yanco

2024/2

Sensor event sequence prediction for proactive smart home: A GPT2-based autoregressive language model approach

Naoto Takeda

Roberto Legaspi

Yasutaka Nishimura

Kazushi Ikeda

Atsunori Minamikawa

...

2023/6/29

Clustering user preferences for personalized teleoperation control schemes via trajectory similarity analysis

Frontiers in Robotics and AI

Jennifer Molnar

Varun Agrawal

Sonia Chernova

2024

Q-ITAGS: Quality-Optimized Spatio-Temporal Heterogeneous Task Allocation with a Time Budget

arXiv preprint arXiv:2404.07902

Glen Neville

Jiazhen Liu

Sonia Chernova

Harish Ravichandar

2024/4/11

D-ITAGS: a dynamic interleaved approach to resilient task allocation, scheduling, and motion planning

IEEE Robotics and Automation Letters (RA-L)

Glen Neville

Sonia Chernova

Harish Ravichandar

2023

Explainable activity recognition for smart home systems

ACM Transactions on Interactive Intelligent Systems

Devleena Das

Yasutaka Nishimura

Rajan P Vivek

Naoto Takeda

Sean T Fish

...

2023/5/5

State2explanation: Concept-based explanations to benefit agent learning and user understanding

Advances in Neural Information Processing Systems

Devleena Das

Sonia Chernova

Been Kim

2023/12/15

UHTP: A User-Aware Hierarchical Task Planning Framework for Communication-Free, Mutually-Adaptive Human-Robot Collaboration

ACM Transactions on Human-Robot Interaction

Kartik Ramachandruni

Cassandra Kent

Sonia Chernova

2023

Subgoal-based explanations for unreliable intelligent decision support systems

Devleena Das

Been Kim

Sonia Chernova

2023/3/27

ConSOR: A Context-Aware Semantic Object Rearrangement Framework for Partially Arranged Scenes

Kartik Ramachandruni

Max Zuo

Sonia Chernova

2023/10/1

Semantically-Driven Disambiguation for Human-Robot Interaction

Fethiye Irmak Dogan

Weiyu Liu

Iolanda Leite

Sonia Chernova

2023

Extraction of Important Temporal Order for eXplainable AI on Time-series data

Yasutaka Nishimura

Naoto Takeda

Roberto Legaspi

Kazushi Ikeda

Thomas Plötz

...

2023/3/13

Predicting Routine Object Usage for Proactive Robot Assistance

arXiv preprint arXiv:2309.06252

Maithili Patel

Aswin Prakash

Sonia Chernova

2023/9/12

A survey of semantic reasoning frameworks for robotic systems

Robotics and Autonomous Systems

Weiyu Liu

Angel Daruna

Maithili Patel

Kartik Ramachandruni

Sonia Chernova

2023/1/1

Semantic Scene Understanding for Human-Robot Interaction

Maithili Patel

Fethiye Irmak Dogan

Zhen Zeng

Kim Baraka

Sonia Chernova

2023/3/13

Benefits of Multi-Objective Trajectory Adaptation in Close-Proximity Human-Robot Interaction

Oscar Jed Chuy

Hritik Sapra

Xiang Zhi Tan

Harish Ravichandar

Sonia Chernova

2023

Rethinking sim2real: Lower fidelity simulation leads to higher sim2real transfer in navigation

Joanne Truong

Max Rudolph

Naoki Yokoyama

Sonia Chernova

Dhruv Batra

...

2022/7/21

Learning instance-level n-ary semantic knowledge at scale for robots operating in everyday environments

Autonomous Robots

Weiyu Liu

Dhruva Bansal

Angel Daruna

Sonia Chernova

2023/6

ALLFA: Active Learning Through Label and Feature Augmentation

Yasutaka Nishimura

Naoto Takeda

Roberto Legaspi

Kazushi Ikeda

Thomas Plötz

...

2023/12/15

See List of Professors in Sonia Chernova University(Georgia Institute of Technology)

Co-Authors

H-index: 92
Cynthia Breazeal

Cynthia Breazeal

Massachusetts Institute of Technology

H-index: 91
Manuela M. Veloso

Manuela M. Veloso

Carnegie Mellon University

H-index: 47
Matthew E. Taylor

Matthew E. Taylor

University of Alberta

H-index: 39
Charles Rich

Charles Rich

Worcester Polytechnic Institute

H-index: 38
Brett Browning

Brett Browning

Carnegie Mellon University

H-index: 31
Brenna Argall

Brenna Argall

Northwestern University

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