Publications

2026

1. ICML

   

   VIBE: Disentangling Social Dynamics via Kinematics-Informed Variational Inference for Behavioral Emotion

   Abhishek Pratap Singh, Vaibhav Pratap Singh, Deepak Kumar, and 1 more author

   In Proceedings of the 43rd International Conference on Machine Learning (ICML), 2026

   Bib

   @inproceedings{singh2026vibe,
     title = {VIBE: Disentangling Social Dynamics via Kinematics-Informed Variational Inference for Behavioral Emotion},
     author = {Singh, Abhishek Pratap and Singh, Vaibhav Pratap and Kumar, Deepak and Raman, Balasubramanian},
     booktitle = {Proceedings of the 43rd International Conference on Machine Learning (ICML)},
     year = {2026},
   }

2024

1. ACM MM

   

   Towards Engagement Prediction: A Cross-Modality Dual-Pipeline Approach using Visual and Audio Features

   Deepak Kumar, Surbhi Madan, Pradeep Singh, and 2 more authors

   In Proceedings of the 32nd ACM International Conference on Multimedia (MM), 2024

   Bib

   @inproceedings{kumar2024engagement,
     title = {Towards Engagement Prediction: A Cross-Modality Dual-Pipeline Approach using Visual and Audio Features},
     author = {Kumar, Deepak and Madan, Surbhi and Singh, Pradeep and Dhall, Abhinav and Raman, Balasubramanian},
     booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia (MM)},
     year = {2024},
   }

2. BSPC

   

   All Signals Point to Personality: A Dual-Pipeline LSTM-Attention and Symbolic Dynamics Framework for Predicting Personality Traits from Bioelectrical Signals

   Deepak Kumar, Pradeep Singh, and Balasubramanian Raman

   Biomedical Signal Processing and Control, 2024

   Bib

   @article{kumar2024personality,
     title = {All Signals Point to Personality: A Dual-Pipeline LSTM-Attention and Symbolic Dynamics Framework for Predicting Personality Traits from Bioelectrical Signals},
     author = {Kumar, Deepak and Singh, Pradeep and Raman, Balasubramanian},
     journal = {Biomedical Signal Processing and Control},
     publisher = {Elsevier},
     year = {2024},
   }

3. ICPR

   

   Fusing Multimodal Streams for Improved Group Emotion Recognition in Videos

   Deepak Kumar, Piyush Dhamdhere, and Balasubramanian Raman

   In 27th International Conference on Pattern Recognition (ICPR), 2024

   Bib

   @inproceedings{kumar2024groupemotion,
     title = {Fusing Multimodal Streams for Improved Group Emotion Recognition in Videos},
     author = {Kumar, Deepak and Dhamdhere, Piyush and Raman, Balasubramanian},
     booktitle = {27th International Conference on Pattern Recognition (ICPR)},
     year = {2024},
   }

4. FG

   

   Neuro-Emotional Mapping of Human Emotions via EEG Signals

   Deepak Kumar, Pradeep Singh, Ashutosh Kumar, and 2 more authors

   In 18th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2024

   Bib

   @inproceedings{kumar2024eeg,
     title = {Neuro-Emotional Mapping of Human Emotions via EEG Signals},
     author = {Kumar, Deepak and Singh, Pradeep and Kumar, Ashutosh and Ghosh, Sutirtha and Raman, Balasubramanian},
     booktitle = {18th IEEE International Conference on Automatic Face and Gesture Recognition (FG)},
     year = {2024},
   }

5. IJCNN

   

   Integrating Physiological Signals with Dynamical Attention Networks for Personality Trait Analysis

   Deepak Kumar, Pradeep Singh, Richa, and 2 more authors

   In International Joint Conference on Neural Networks (IJCNN), 2024

   Bib

   @inproceedings{kumar2024ijcnn,
     title = {Integrating Physiological Signals with Dynamical Attention Networks for Personality Trait Analysis},
     author = {Kumar, Deepak and Singh, Pradeep and Richa and Nampalle, Kishore Babu and Raman, Balasubramanian},
     booktitle = {International Joint Conference on Neural Networks (IJCNN)},
     year = {2024},
   }

2022

1. CVIP

   

   Speech-based Automatic Prediction of Interview Traits

   Deepak Kumar and Balasubramanian Raman

   In 7th International Conference on Computer Vision and Image Processing (CVIP), 2022

   Bib

   @inproceedings{kumar2022interview,
     title = {Speech-based Automatic Prediction of Interview Traits},
     author = {Kumar, Deepak and Raman, Balasubramanian},
     booktitle = {7th International Conference on Computer Vision and Image Processing (CVIP)},
     year = {2022},
   }

2018

1. SMART

   

   Privacy-Preserving Data Aggregation in Wireless Sensor Networks

   Surbhi Madan, Deepak Kumar, and Anamika Agnihotri

   In International Conference on System Modeling & Advancement in Research Trends (SMART), 2018

   Bib

   @inproceedings{madan2018privacy,
     title = {Privacy-Preserving Data Aggregation in Wireless Sensor Networks},
     author = {Madan, Surbhi and Kumar, Deepak and Agnihotri, Anamika},
     booktitle = {International Conference on System Modeling \& Advancement in Research Trends (SMART)},
     year = {2018},
   }