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Amit Ranjan Trivedi

AEON Lab, University of Illinois Chicago

Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning

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Feb 13, 2024
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Navigating the Unknown: Uncertainty-Aware Compute-in-Memory Autonomy of Edge Robotics

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Jan 30, 2024
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Conformalized Multimodal Uncertainty Regression and Reasoning

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Sep 20, 2023
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Mutual Information-calibrated Conformal Feature Fusion for Uncertainty-Aware Multimodal 3D Object Detection at the Edge

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Sep 18, 2023
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ADC/DAC-Free Analog Acceleration of Deep Neural Networks with Frequency Transformation

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Sep 04, 2023
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Towards Model-Size Agnostic, Compute-Free, Memorization-based Inference of Deep Learning

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Jul 14, 2023
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Memory-Immersed Collaborative Digitization for Area-Efficient Compute-in-Memory Deep Learning

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Jul 07, 2023
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Lightweight, Uncertainty-Aware Conformalized Visual Odometry

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Mar 03, 2023
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MC-CIM: Compute-in-Memory with Monte-Carlo Dropouts for Bayesian Edge Intelligence

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Nov 13, 2021
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ENOS: Energy-Aware Network Operator Search for Hybrid Digital and Compute-in-Memory DNN Accelerators

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Apr 12, 2021
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