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Showing 41527 results for "machine learning" in Engineering
Engineering Preprint PDF DOI

AWARE: Adaptive Whole-body Active Rotating Control for Enhanced LiDAR-Inertial Odometry under Human-in-the-Loop Interaction

Yizhe Zhang, Jianping Li, Liangliang Yin, Zhen Dong, Bisheng Yang · 2026

Human-in-the-loop (HITL) UAV operation is essential in complex and safety-critical aerial surveying environments, where human operators provide navigation intent while onboard autonomy must maintain a…

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Engineering Preprint PDF DOI

AffordGen: Generating Diverse Demonstrations for Generalizable Object Manipulation with Afford Correspondence

Jiawei Zhang, Kaizhe Hu, Yingqian Huang, Yuanchen Ju, Zhengrong Xue, Huazhe Xu · 2026

Despite the recent success of modern imitation learning methods in robot manipulation, their performance is often constrained by geometric variations due to limited data diversity. Leveraging powerful…

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Engineering Preprint PDF DOI

Aerial IRS Deployment-Aided Secure Computation Offloading Against DISCO Jamming Attacks

Minghui Min, Peng Zhang, Jiayang Xiao, Ruixin Yang, Shiyin Li, Huan Huang, Hongliang Zhang, Zhu Han · 2026

With the rapid growth of Multi-access Edge Computing (MEC), secure and efficient computation offloading from user equipment (UEs) to edge access points (APs) is critical. However, DISCO intelligent re…

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Engineering Preprint PDF DOI

Simple but Stable, Fast and Safe: Achieve End-to-end Control by High-Fidelity Differentiable Simulation

Fanxing Li, Shengyang Wang, Yuxiang Huang, Fangyu Sun, Shuyu Wu, Yufei Yan, Danping Zou, Wenxian Yu · 2026

Obstacle avoidance is a fundamental vision-based task essential for enabling quadrotors to perform advanced applications. When planning the trajectory, existing approaches both on optimization and lea…

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Engineering Preprint PDF DOI

LLM-enabled Antenna Partitioning and Beamforming Optimization for Segmented Pinching

Qian Gao, Ruikang Zhong, Hyundong Shin, Yuanwei Liu · 2026

Integrated sensing and communication (ISAC) requires spatial architectures that can flexibly balance data transmission and environment sensing. Segmented pinching antenna-assisted ISAC provides such f…

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Engineering Preprint PDF DOI

Trajectory-based actuator identification via differentiable simulation

Vyacheslav Kovalev, Ekaterina Chaikovskaia, Egor Davydenko, Roman Gorbachev · 2026

Accurate actuation models are critical for bridging the gap between simulation and real robot behavior, yet obtaining high-fidelity actuator dynamics typically requires dedicated test stands and torqu…

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Engineering Preprint PDF DOI

Deep Learning-Based Physical Layer Authentication Using 5G NR Sounding Reference Signals: A Temporal Generalization Study on Real Testbed Data

Sachinkumar B. Mallikarjun, Marvin Reski, Andreas Weinand, Hans D. Schotten · 2026

Physical Layer Authentication (PLA) exploits the spatial uniqueness of wireless channel characteristics in order to authenticate devices without recourse to higher-layer cryptographic protocols, which…

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Engineering Preprint PDF DOI

Automatic Modulation Classification via Green Machine Learning

Chee-An Yu, Young-Kai Chen, C.-C. Jay Kuo · 2026

In this work, we propose an interpretable, robust, and lightweight machine learning method for automatic modulation classification (AMC) under dynamic and noisy channel conditions. It is called green …

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Engineering Preprint PDF DOI

DBU-OFDM: A Trainable Deep Block-Unitary OFDM Waveform for Integrated Sensing and Communication

Cheng Luo, Luping Xiang, Hankun Zhang, Yi Luo, Chen Huang, Yi Zhang, Cheng-Xiang Wang, Kun Yang · 2026

Orthogonal frequency-division multiplexing (OFDM) is a dominant waveform in modern wireless systems, yet its high peak-to-average power ratio (PAPR) and limited adaptability hinder efficient support f…

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Engineering Preprint PDF DOI

Impact of Validation Strategy on Machine Learning Performance in EEG-Based Alcoholism Classification

Tahir Cetin Akinci, Yuksel Celik, Omer Faruk Ertugrul · 2026

Electroencephalography provides a non-invasive and cost-effective approach for analyzing neural patterns associated with alcohol dependence. However, reported classification performance in EEG-based a…

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Engineering Preprint PDF DOI

Graph-Enhanced LLM for SWAN-ISAC

Qian Gao, Ruikang Zhong, Yuanwei Liu · 2026

Segmented pinching antenna assisted integrated sensing and communication (ISAC) systems enable flexible spatial resource utilization by allowing different waveguide segments to be dynamically configur…

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Engineering Preprint PDF DOI

ReaLiTy and LADS: A Unified Framework and Dataset Suite for LiDAR Adaptation Across Sensors and Adverse Weather Conditions

Vivek Anand, Bharat Lohani, Rakesh Mishra, Gaurav Pandey · 2026

Reliable LiDAR perception requires robustness across sensors, environments, and adverse weather. However, existing datasets rarely provide physically consistent observations of the same scene under va…

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Engineering Preprint PDF DOI

MoRI: Mixture of RL and IL Experts for Long-Horizon Manipulation Tasks

Yaohang Xu, Lianjie Ma, Gewei Zuo, Wentao Zhang, Han Ding, Lijun Zhu · 2026

Reinforcement Learning (RL) and Imitation Learning (IL) are the standard frameworks for policy acquisition in manipulation. While IL offers efficient policy derivation, it suffers from compounding err…

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Engineering Preprint PDF DOI

STRONG-VLA: Decoupled Robustness Learning for Vision-Language-Action Models under Multimodal Perturbations

Yuhan Xie, Yuping Yan, Yunqi Zhao, Handing Wang, Yaochu Jin · 2026

Despite their strong performance in embodied tasks, recent Vision-Language-Action (VLA) models remain highly fragile under multimodal perturbations, where visual corruption and linguistic noise jointl…

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Engineering Preprint PDF DOI

Natural Gradient Gaussian Approximation Filter with Positive Definiteness Guarantee

Tianyi Zhang, Wenhan Cao, Shengbo Eben Li · 2026

Popular Bayes filters often apply linearization techniques, such as Taylor expansion or stochastic linear regression, to enable the use of the Kalman filter structure, but this can lead to large error…

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Engineering Preprint PDF DOI

Distributed Optimization-Learning with Graph Transformers for Terahertz Cell-Free Integrated Sensing and Communication Systems

Guangchen Wang, Zhifeng Tang, Nan Yang, Xin Hao, Zhu Han · 2026

In this paper, we propose a distributed optimization-learning framework for terahertz (THz) cell-free integrated sensing and communication (CF-ISAC) systems, termed Distributed Optimization-Learning w…

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Engineering Preprint PDF DOI

Toward using Speech to Sense Student Emotion in Remote Learning Environments

Sargam Vyas, Bogdan Vlasenko, Andre Mayoraz, Egon Werlen, Per Bergamin, Mathew Magimai.-Doss · 2026

With advancements in multimodal communication technologies, remote learning environments such as, distance universities are increasing. Remote learning typically happens asynchronously. As a consequen…

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Engineering Preprint PDF DOI

Perception Is All You Need: A Neuroscience Framework for Low Cost Sensorless Gaze in HRI

Mason Kadem · 2026

Gaze-following in child-robot interaction improves attention, recall, and learning, but requires expensive platforms (\$30,000+), sensors, algorithms, and raises privacy concerns. We propose a framewo…

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Engineering Preprint PDF DOI

On Feedback Speed Control for a Planar Tracking

Xincheng Li, Tengyue Liu, Udit Halder · 2026

This paper investigates a planar tracking problem between a leader and follower agent. We propose a novel feedback speed control law, paired with a constant bearing steering strategy, to maintain an a…

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Engineering Preprint PDF DOI

Utterance-Level Methods for Identifying Reliable ASR-Output for Child Speech

Gus Lathouwers, Lingyun Gao, Catia Cucchiarini, Helmer Strik · 2026

Automatic Speech Recognition (ASR) is increasingly used in applications involving child speech, such as language learning and literacy acquisition. However, the effectiveness of such applications is l…

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