Amit Ranjan Trivedi

1. Mutual Information-calibrated Conformal Feature Fusion for Uncertainty-Aware Multimodal 3D Object Detection at the Edge
   2023/09/18 by Alex C. Stutts, Stutts, Alex C., Danilo Erricolo +7 · 3 citations
   Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Advanced Optical Sensing Technologies #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Information Theory (cs.IT) #Robotics (cs.RO)
2. Navigating the Unknown: Uncertainty-Aware Compute-in-Memory Autonomy of Edge Robotics
   2024/01/30 by Nastaran Darabi, Darabi, Nastaran, Priyesh Shukla +9 · 2 citations
   Computer Science · Decision Sciences · #Distributed and Parallel Computing Systems #Distributed systems and fault tolerance #FOS: Computer and information sciences #Robotics (cs.RO) #Scientific Computing and Data Management
3. Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models
   2025/02/08 by Sina Tayebati, Tayebati, Sina, Divake Kumar +9 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
4. Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning
   2024/02/11 by Alex C. Stutts, Danilo Erricolo, Stutts, Alex Christopher +5 · 1 citation
   Decision Sciences · #Complex Systems and Decision Making
5. Intelligent Sensing-to-Action for Robust Autonomy at the Edge: Opportunities and Challenges
   2025/02/04 by Amit Ranjan Trivedi, Sina Tayebati, Trivedi, Amit Ranjan +21 · 3 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics (cs.RO)
6. SPARC: Subspace-Aware Prompt Adaptation for Robust Continual Learning in LLMs
   2025/02/05 by Dinithi Jayasuriya, Jayasuriya, Dinithi, Sina Tayebati +6 · 2 citations
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception
   2025/02/11 by Divake Kumar, Nastaran Darabi, Kumar, Divake +5 · 2 citations
   Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Image and Signal Denoising Methods #Machine Learning (cs.LG) #Neural Networks and Applications #Robotics (cs.RO)