Sense Less, Generate More: Pre-training LiDAR Perception with Masked Autoencoders for Ultra-Efficient 3D Sensing Paper • 2406.07833 • Published Jun 12, 2024
Intelligent Sensing-to-Action for Robust Autonomy at the Edge: Opportunities and Challenges Paper • 2502.02692 • Published Feb 4
SPARC: Subspace-Aware Prompt Adaptation for Robust Continual Learning in LLMs Paper • 2502.02909 • Published Feb 5 • 2
INTACT: Inducing Noise Tolerance through Adversarial Curriculum Training for LiDAR-based Safety-Critical Perception and Autonomy Paper • 2502.01896 • Published Feb 4
Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models Paper • 2502.06884 • Published Feb 8 • 2
Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception Paper • 2502.07255 • Published Feb 11
STARNet: Sensor Trustworthiness and Anomaly Recognition via Approximated Likelihood Regret for Robust Edge Autonomy Paper • 2309.11006 • Published Sep 20, 2023 • 1