Sonia Chernova

7.6k citations
130 papers · 4.5k indexed · 2 hit papers · h-index 25

Sonia Chernova

122 papers receiving 4.3k citations

Hit Papers

Recent Advances in Robot Learnin...432200820262014202050010001.5k

Peers

Sonia Chernova
Comparison fields: 5 of 112
  • Control and Systems Engineering 2.7k
  • Artificial Intelligence 2.4k
  • Computer Vision and Pattern Recognition 1.1k
  • Human-Computer Interaction 276
  • Computer Science Applications 195
Replace Maya Çakmak with:
Maya Çakmak United States
Brett Browning United States
Anca D. Dragan United States
Andrea L. Thomaz United States
Nicholas Roy United States
Jens Kober Netherlands
Alan C. Schultz United States
Sylvain Calinon Switzerland
Brian Gerkey United States
Rachid Alami France
Sonia Chernova relative to Maya Çakmak United States Maya Çakmak's profile →
Citations per field
00.5×1.6×
Maya Çakmak · 1×
Citations per year

Countries citing papers authored by Sonia Chernova

Since Specialization
Citations

This map shows the geographic impact of Sonia Chernova's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Sonia Chernova with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Sonia Chernova more than expected).

Fields of papers citing papers by Sonia Chernova

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Sonia Chernova. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Sonia Chernova. The network helps show where Sonia Chernova may publish in the future.

Co-authorship network

The 25 scholars most cited alongside Sonia Chernova, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Sonia Chernova Line = papers co-authored together Sonia Chernova links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown
#Work
1 20250
2 20240
3 20244
4
Learning Hierarchical Task Networks with Preferences from Unannotated Demonstrations
20201
5 20191
6
Learning Reactive Motion Policies in Multiple Task Spaces from Human Demonstrations.
20196
7
SiRoK: Situated Robot Knowledge - Understanding the Balance Between Situated Knowledge and Variability.
20180
8 20174
9 201634
10
Towards Robot Adaptability in New Situations.
20157
11
Collaborative Learning of Hierarchical Task Networks from Demonstration and Instruction
20147
12 201438
13
Unsupervised Rating Prediction based on Local and Global Semantic Models.
20132
14
Using Causal Models for Learning from Demonstration.
20121
15
Wisdom of the crowd : papers from the AAAI Spring Symposium
20122
16 201176
17
Using Human Demonstrations to Improve Reinforcement Learning
20113
18
Crowdsourcing HRI through Online Multiplayer Games
201018
19
A Confidence-Based Approach to Multi-Robot Learning from Demonstration.
20091
20 200614

About Sonia Chernova

Sonia Chernova is a scholar working on Artificial Intelligence, Control and Systems Engineering and Computer Science Applications, having authored 130 papers that have together received 4.5k indexed citations. Recurring topics across this work include Robot Manipulation and Learning (56 papers), Reinforcement Learning in Robotics (42 papers), AI-based Problem Solving and Planning (22 papers), Machine Learning and Algorithms (19 papers), Robotic Path Planning Algorithms (11 papers), Social Robot Interaction and HRI (10 papers), Topic Modeling (9 papers) and Multimodal Machine Learning Applications (9 papers). The work is most often cited by research in Control and Systems Engineering (2.7k citations), Artificial Intelligence (2.4k citations) and Computer Vision and Pattern Recognition (1.1k citations). Sonia Chernova has collaborated with scholars based in United States, Japan and France. Frequent co-authors include Manuela Veloso, Brett Browning, Brenna Argall, Harish Ravichandar, Halit Bener Suay, Aude Billard, Athanasios Polydoros, Andrea L. Thomaz, Matthew E. Taylor and Cynthia Breazeal. Their work appears in journals such as AI Magazine, Autonomous Robots, IEEE Robotics and Automation Letters, International Journal of Social Robotics and Robotics and Autonomous Systems.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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