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๐Ÿ” avoidance learning ๐Ÿ“‚ Engineering
Showing 39379 results for "avoidance learning" in Engineering
Engineering Preprint PDF DOI

CoLF: Learning Consistent Leader-Follower Policies for Vision-Language-Guided Multi-Robot Cooperative Transport

Joachim Yann Despature, Kazuki Shibata, Takamitsu Matsubara ยท 2026

In this study, we address vision-language-guided multi-robot cooperative transport, where each robot grounds natural-language instructions from onboard camera observations. A key challenge in this decโ€ฆ

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Engineering Preprint PDF DOI

LCLA: Language-Conditioned Latent Alignment for Vision-Language Navigation

Nitesh Subedi, Adam Haroon, Samuel Tetteh, Prajwal Koirala, Cody Fleming, Soumik Sarkar ยท 2026

We propose LCLA (Language-Conditioned Latent Alignment), a framework for vision-language navigation that learns modular perception-action interfaces by aligning sensory observations to a latent represโ€ฆ

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Engineering Preprint PDF DOI

$\partial$CBDs: Differentiable Causal Block Diagrams

Thomas Beckers, Jan Drgona, Truong X. Nghiem ยท 2026

Modern cyber-physical systems (CPS) integrate physics, computation, and learning, demanding modeling frameworks that are simultaneously composable, learnable, and verifiable. Yet existing approaches tโ€ฆ

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Engineering Preprint PDF DOI

Going with the Flow: Koopman Behavioral Models as Implicit Planners for Visuo-Motor Dexterity

Yunhai Han, Linhao Bai, Ziyu Xiao, Zhaodong Yang, Yogita Choudhary, Krishna Jha, Chuizheng Kong, Shreyas Kousik, Harish Ravichandar ยท 2026

There has been rapid and dramatic progress in learning complex visuo-motor manipulation skills from demonstrations, thanks in part to expressive policy classes that employ diffusion- and transformer-bโ€ฆ

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Engineering Preprint PDF DOI

Wavelet-Domain Masked Image Modeling for Color-Consistent HDR Video Reconstruction

Yang Zhang, Zhangkai Ni, Wenhan Yang, Hanli Wang ยท 2026

High Dynamic Range (HDR) video reconstruction aims to recover fine brightness, color, and details from Low Dynamic Range (LDR) videos. However, existing methods often suffer from color inaccuracies anโ€ฆ

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Engineering Preprint PDF DOI

Trace-Focused Diffusion Policy for Multi-Modal Action Disambiguation in Long-Horizon Robotic Manipulation

Yuxuan Hu, Xiangyu Chen, Chuhao Zhou, Yuxi Liu, Gen Li, Jindou Jia, Jianfei Yang ยท 2026

Generative model-based policies have shown strong performance in imitation-based robotic manipulation by learning action distributions from demonstrations. However, in long-horizon tasks, visually simโ€ฆ

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Engineering Preprint PDF DOI

UEREBot: Learning Safe Quadrupedal Locomotion under Unstructured Environments and High-Speed Dynamic Obstacles

Zihao Xu, Runyu Lei, Zihao Li, Boxi Lin, Ce Hao, Jin Song Dong ยท 2026

Quadruped robots are increasingly deployed in unstructured environments. Safe locomotion in these settings requires long-horizon goal progress, passability over uneven terrain and static constraints, โ€ฆ

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Engineering Preprint PDF DOI

In-Context System Identification for Nonlinear Dynamics Using Large Language Models

Linyu Lin ยท 2026

Sparse Identification of Nonlinear Dynamics (SINDy) is a powerful method for discovering parsimonious governing equations from data, but it often requires expert tuning of candidate libraries. We propโ€ฆ

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Engineering Preprint PDF DOI

Wildfire Simulation with Differentiable Randers-Finsler Eikonal Solvers

Barak Gahtan, Jacob Shpund, Alex M. Bronstein ยท 2026

Fast and differentiable solvers for anisotropic and asymmetric distance fields are a key primitive in geometry processing, enabling gradient-based optimization over metrics, drift fields, and downstreโ€ฆ

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Engineering Preprint PDF DOI

Meta-Reinforcement Learning for Robust and Non-greedy Control Barrier Functions in Spacecraft Proximity Operations

Minduli C. Wijayatunga, Richard Linares, Roberto Armellin ยท 2026

Autonomous spacecraft inspection and docking missions require controllers that can guarantee safety under thrust constraints and uncertainty. Input-constrained control barrier functions (ICCBFs) proviโ€ฆ

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Engineering Preprint PDF DOI

aerial-autonomy-stack -- a Faster-than-real-time, Autopilot-agnostic, ROS2 Framework to Simulate and Deploy Perception-based Drones

Jacopo Panerati, Sina Sajjadi, Sina Soleymanpour, Varunkumar Mehta, Iraj Mantegh ยท 2026

Unmanned aerial vehicles are rapidly transforming multiple applications, from agricultural and infrastructure monitoring to logistics and defense. Introducing greater autonomy to these systems can simโ€ฆ

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Modeling Batch Crystallization under Uncertainty Using Physics-informed Machine Learning

Dingqi Nai, Huayu Li, Martha Grover, Andrew Medford ยท 2026

The development of robust and reliable modeling approaches for crystallization processes is often challenging because of non-idealities in real data arising from various sources of uncertainty. This sโ€ฆ

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Engineering Preprint PDF DOI

DEMIX: Dual-Encoder Latent Masking Framework for Mixed Noise Reduction in Ultrasound Imaging

Soumee Guha, Scott T. Acton ยท 2026

Ultrasound imaging is widely used in noninvasive medical diagnostics due to its efficiency, portability, and avoidance of ionizing radiation. However, its utility is limited by the quality of the signโ€ฆ

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Engineering Preprint PDF DOI

Optimal Derivative Feedback Control for an Active Magnetic Levitation System: An Experimental Study on Data-Driven Approaches

Saber Omidi, Rene Akupan Ebunle, Se Young Yoon ยท 2026

This paper presents the design and implementation of data-driven optimal derivative feedback controllers for an active magnetic levitation system. A direct, model-free control design method based on tโ€ฆ

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Engineering Preprint PDF DOI

Automatic Detection and Analysis of Singing Mistakes for Music Pedagogy

Sumit Kumar, Suraj Jaiswal, Parampreet Singh, Vipul Arora ยท 2026

The advancement of machine learning in audio analysis has opened new possibilities for technology-enhanced music education. This paper introduces a framework for automatic singing mistake detection inโ€ฆ

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Perception-Control Coupled Visual Servoing for Textureless Objects Using Keypoint-Based EKF

Allen Tao, Jun Yang, Stanko Oparnica, Wenjie Xue ยท 2026

Visual servoing is fundamental to robotic applications, enabling precise positioning and control. However, applying it to textureless objects remains a challenge due to the absence of reliable visual โ€ฆ

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UnifSrv: AP Selection for Achieving Uniformly Good Performance of CF-MIMO in Realistic Urban Networks

Yunlu Xiao, Marina Petrova, Ljiljana Simic ยท 2026

Under the ideal assumption of uniform propagation, cell-free massive MIMO (CF-mMIMO) provides uniformly high throughput over the network by effectively surrounding each user with its serving access poโ€ฆ

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Orientation-Robust Latent Motion Trajectory Learning for Annotation-free Cardiac Phase Detection in Fetal Echocardiography

Yingyu Yang, Qianye Yang, Can Peng, Elena D'Alberti, Olga Patey, Aris T. Papageorghiou, J.Alison Noble ยท 2026

Fetal echocardiography is essential for detecting congenital heart disease (CHD), facilitating pregnancy management, optimized delivery planning, and timely postnatal interventions. Among standard imaโ€ฆ

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Engineering Preprint PDF DOI

Crowd-FM: Learned Optimal Selection of Conditional Flow Matching-generated Trajectories for Crowd Navigation

Antareep Singha, Laksh Nanwani, Mathai Mathew P., Samkit Jain, Phani Teja Singamaneni, Arun Kumar Singh, K. Madhava Krishna ยท 2026

Safe and computationally efficient local planning for mobile robots in dense, unstructured human crowds remains a fundamental challenge. Moreover, ensuring that robot trajectories are similar to how aโ€ฆ

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Engineering Preprint PDF DOI

Exploring Polarimetric Properties Preservation during Reconstruction of PolSAR images using Complex-valued Convolutional Neural Networks

Quentin Gabot, Joana Frontera-Pons, Jeremy Fix, Chengfang Ren, Jean-Philippe Ovarlez ยท 2026

The inherently complex-valued nature of Polarimetric SAR data necessitates using specialized algorithms capable of directly processing complex-valued representations. However, this aspect remains undeโ€ฆ

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