MyoDrive: A new way of interacting with mobile devices. - Akilesh Rajavenkatanarayanan; Yoga Vignesh Surathi; Ashwin Ramesh Babu; Michalis Papakostas (PETRA, 2016)

VoTrE: A Vocational Training and Evaluation System to Compare Training Approaches for the Workplace. - Ashwin Ramesh Babu; Akilesh Rajavenkatanarayanan; Maher Abujelala; Fillia Makedon (HCI (10), 2017)

A Robot-Based Cognitive Assessment Model Based on Visual Working Memory and Attention Level. - Ali Sharifara; Ashwin Ramesh Babu; Akilesh Rajavenkatanarayanan; Christopher Collander; Fillia Makedon (HCI (7), 2018)

Multimodal approach for cognitive task performance prediction from body postures, facial expressions and EEG signal. - Ashwin Ramesh Babu; Akilesh Rajavenkatanarayanan; James Robert Brady; Fillia Makedon (MCPMD@ICMI, 2018)

Monitoring task engagement using facial expressions and body postures. - Akilesh Rajavenkatanarayanan; Ashwin Ramesh Babu; Konstantinos Tsiakas; Fillia Makedon (IWISC, 2018)

Facial Expressions as a Modality for Fatigue detection in Robot based Rehabilitation. - Ashwin Ramesh Babu; Joe Cloud; Michail Theofanidis; Fillia Makedon (PETRA, 2018)

Towards Deep Learning based Hand Keypoints Detection for Rapid Sequential Movements from RGB Images. - Srujana Gattupalli; Ashwin Ramesh Babu; James Robert Brady; Fillia Makedon; Vassilis Athitsos (PETRA, 2018)

A Human Robot Interaction Framework for Robotic Motor Skill Learning. - Michail Theofanidis; Joe Cloud; Ashwin Ramesh Babu; James Brady; Fillia Makedon (PETRA, 2018)

An Intelligent Action Recognition System to assess Cognitive Behavior for Executive Function Disorder. - Ashwin Ramesh Babu; Mohammad Zakizadeh; James Robert Brady; Diane Calderon; Fillia Makedon (CASE, 2019)

An automated assessment system for embodied cognition in children: from motion data to executive functioning. - Alex Dillhoff; Konstantinos Tsiakas; Ashwin Ramesh Babu; Mohammad Zakizadehghariehali; Benjamin Buchanan; Morris Bell; Vassilis Athitsos; Fillia Makedon (iWOAR, 2019)

A Multi-modal System to Assess Cognition in Children from their Physical Movements. - Ashwin Ramesh Babu; Mohammad Zaki Zadeh; Ashish Jaiswal; Alexis Lueckenhoff; Maria Kyrarini; Fillia Makedon (ICMI, 2020)

Personalized system for human gym activity recognition using an RGB camera. - Preetham Ganesh; Reza Etemadi Idgahi; Chinmaya Basavanahally Venkatesh; Ashwin Ramesh Babu; Maria Kyrarini (PETRA, 2020)

Towards cognitive fatigue detection from functional magnetic resonance imaging data. - Mohammad Zaki Zadeh; Ashwin Ramesh Babu; Jason Bernard Lim; Maria Kyrarini; Glenn Wylie; Fillia Makedon (PETRA, 2020)

Self-Supervised Human Activity Recognition by Augmenting Generative Adversarial Networks. - Mohammad Zaki Zadeh; Ashwin Ramesh Babu; Ashish Jaiswal; Fillia Makedon (CoRR, 2020)

A Survey on Contrastive Self-supervised Learning. - Ashish Jaiswal; Ashwin Ramesh Babu; Mohammad Zaki Zadeh; Debapriya Banerjee; Fillia Makedon (CoRR, 2020)

Manifolk: A 3D t-SNE Visualizer. - Krishna Chaitanya Kodur; Ashwin Ramesh Babu; Fillia Makedon (PETRA, 2021)

Automated system to measure Tandem Gait to assess executive functions in children. - Mohammad Zaki Zadeh; Ashwin Ramesh Babu; Ashish Jaiswal; Maria Kyrarini; Morris Bell; Fillia Makedon (PETRA, 2021)

Self-Supervised Human Activity Recognition by Augmenting Generative Adversarial Networks. - Mohammad Zaki Zadeh; Ashwin Ramesh Babu; Ashish Jaiswal; Maria Kyrarini; Fillia Makedon (PETRA, 2021)

Understanding Cognitive Fatigue from fMRI Scans with Self-supervised Learning. - Ashish Jaiswal; Ashwin Ramesh Babu; Mohammad Zaki Zadeh; Fillia Makedon; Glenn Wylie (CoRR, 2021)

Multi-Agent Reinforcement Learning Controller to Maximize Energy Efficiency for Multi-Generator Industrial Wave Energy Converter. - Soumyendu Sarkar; Vineet Gundecha; Alexander Shmakov; Sahand Ghorbanpour; Ashwin Ramesh Babu; Paolo Faraboschi; Mathieu Cocho; Alexandre Pichard; Jonathan Fievez (AAAI, 2022)

Skip Training for Multi-Agent Reinforcement Learning Controller for Industrial Wave Energy Converters. - Soumyendu Sarkar; Vineet Gundecha; Sahand Ghorbanpour; Alexander Shmakov; Ashwin Ramesh Babu; Alexandre Pichard; Mathieu Cocho (CASE, 2022)

Robustness with Black-Box Adversarial Attack using Reinforcement Learning. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Sahand Ghorbanpour; Alexander Shmakov; Ricardo Luna Gutierrez 001; Antonio Guillen; Avisek Naug (SafeAI@AAAI, 2023)

Reinforcement Learning Based Black-Box Adversarial Attack for Robustness Improvement. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Sahand Ghorbanpour; Vineet Gundecha; Ricardo Luna Gutierrez 001; Antonio Guillen; Avisek Naug (CASE, 2023)

Concurrent Carbon Footprint Reduction (C2FR) Reinforcement Learning Approach for Sustainable Data Center Digital Twin. - Soumyendu Sarkar; Avisek Naug; Antonio Guillen; Ricardo Luna Gutierrez 001; Sahand Ghorbanpour; Sajad Mousavi; Ashwin Ramesh Babu; Vineet Gundecha (CASE, 2023)

RTDK-BO: High Dimensional Bayesian Optimization with Reinforced Transformer Deep kernels. - Alexander Shmakov; Avisek Naug; Vineet Gundecha; Sahand Ghorbanpour; Ricardo Luna Gutierrez 001; Ashwin Ramesh Babu; Antonio Guillen; Soumyendu Sarkar (CASE, 2023)

Robustness with Query-efficient Adversarial Attack using Reinforcement Learning. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Sahand Ghorbanpour; Vineet Gundecha; Antonio Guillen; Ricardo Luna 001; Avisek Naug (CVPR Workshops, 2023)

RL-CAM: Visual Explanations for Convolutional Networks using Reinforcement Learning. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Sahand Ghorbanpour; Vineet Gundecha; Antonio Guillen; Ricardo Luna 001; Avisek Naug (CVPR Workshops, 2023)

A Smart Sensor Suit (SSS) to Assess Cognitive and Physical Fatigue with Machine Learning. - Ashish Jaiswal; Mohammad Zaki Zadeh; Aref Hebri; Ashwin Ramesh Babu; Fillia Makedon (HCI (18), 2023)

Function Approximation for Reinforcement Learning Controller for Energy from Spread Waves. - Soumyendu Sarkar; Vineet Gundecha; Sahand Ghorbanpour; Alexander Shmakov; Ashwin Ramesh Babu; Avisek Naug; Alexandre Pichard; Mathieu Cocho (IJCAI, 2023)

Detecting Cognitive Fatigue in Subjects with Traumatic Brain Injury from FMRI Scans Using Self-Supervised Learning. - Ashish Jaiswal; Ashwin Ramesh Babu; Mohammad Zaki Zadeh; Glenn Wylie; Fillia Makedon (PETRA, 2023)

PyDCM: Custom Data Center Models with Reinforcement Learning for Sustainability. - Avisek Naug; Antonio Guillen; Ricardo Luna Gutiérrez 001; Vineet Gundecha; Sahand Ghorbanpour; Lekhapriya Dheeraj Kashyap; Dejan Markovikj; Lorenz Krause; Sajad Mousavi; Ashwin Ramesh Babu; Soumyendu Sarkar (BuildSys, 2023)

N-Critics: Self-Refinement of Large Language Models with Ensemble of Critics. - Sajad Mousavi; Ricardo Luna Gutiérrez 001; Desik Rengarajan; Vineet Gundecha; Ashwin Ramesh Babu; Avisek Naug; Antonio Guillen; Soumyendu Sarkar (CoRR, 2023)

Robustness and Visual Explanation for Black Box Image, Video, and ECG Signal Classification with Reinforcement Learning. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Avisek Naug; Sahand Ghorbanpour (AAAI, 2024)

Carbon Footprint Reduction for Sustainable Data Centers in Real-Time. - Soumyendu Sarkar; Avisek Naug; Ricardo Luna 001; Antonio Guillen; Vineet Gundecha; Sahand Ghorbanpour; Sajad Mousavi; Dejan Markovikj; Ashwin Ramesh Babu (AAAI, 2024)

Sustainability of Data Center Digital Twins with Reinforcement Learning. - Soumyendu Sarkar; Avisek Naug; Antonio Guillen; Ricardo Luna 001; Vineet Gundecha; Ashwin Ramesh Babu; Sajad Mousavi (AAAI, 2024)

SustainDC: Benchmarking for Sustainable Data Center Control. - Avisek Naug; Antonio Guillen; Ricardo Luna Gutierrez 001; Vineet Gundecha; Cullen E. Bash; Sahand Ghorbanpour; Sajad Mousavi; Ashwin Ramesh Babu; Dejan Markovikj; Lekhapriya Dheeraj Kashyap; Desik Rengarajan; Soumyendu Sarkar (NeurIPS, 2024)

Benchmark Generation Framework with Customizable Distortions for Image Classifier Robustness. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Zachariah Carmichael; Vineet Gundecha; Sahand Ghorbanpour; Ricardo Luna Gutierrez 001; Antonio Guillen; Avisek Naug (WACV, 2024)

A Configurable Pythonic Data Center Model for Sustainable Cooling and ML Integration. - Avisek Naug; Antonio Guillen; Ricardo Luna Gutierrez 001; Vineet Gundecha; Sahand Ghorbanpour; Sajad Mousavi; Ashwin Ramesh Babu; Soumyendu Sarkar (CoRR, 2024)

SustainDC - Benchmarking for Sustainable Data Center Control. - Avisek Naug; Antonio Guillen; Ricardo Luna 001; Vineet Gundecha; Desik Rengarajan; Sahand Ghorbanpour; Sajad Mousavi; Ashwin Ramesh Babu; Dejan Markovikj; Lekhapriya Dheeraj Kashyap; Soumyendu Sarkar (CoRR, 2024)

Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Sahand Ghorbanpour; Avisek Naug; Ricardo Luna Gutiérrez 001; Antonio Guillen; Desik Rengarajan (AAAI, 2025)

Hierarchical Multi-Agent Framework for Carbon-Efficient Liquid-Cooled Data Center Clusters. - Soumyendu Sarkar; Avisek Naug; Antonio Guillen; Vineet Gundecha; Ricardo Luna Gutiérrez 001; Sahand Ghorbanpour; Sajad Mousavi; Ashwin Ramesh Babu; Desik Rengarajan; Cullen E. Bash (AAAI, 2025)

Coordinated Robustness Evaluation Framework for Vision-Language Models. - Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Sahand Ghorbanpour; Avisek Naug; Antonio Guillen; Ricardo Luna 001; Soumyendu Sarkar (CVPR Workshops, 2025)

Robustness Evaluation for Video Models with Reinforcement Learning. - Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Sahand Ghorbanpour; Avisek Naug; Antonio Guillen; Ricardo Luna 001; Soumyendu Sarkar (CVPR Workshops, 2025)

Reinforcement Learning Platform for Adversarial Black-box Attacks with Custom Distortion Filters. - Soumyendu Sarkar; Ashwin Ramesh Babu; Sajad Mousavi; Vineet Gundecha; Sahand Ghorbanpour; Avisek Naug; Ricardo Luna Gutierrez 001; Antonio Guillen (CoRR, 2025)