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

Staggered Integral Online Conformal Prediction for Safe Dynamics Adaptation with Multi-Step Coverage Guarantees

Daniel M. Cherenson, Dimitra Panagou ยท 2026

Safety-critical control of uncertain, adaptive systems often relies on conservative, worst-case uncertainty bounds that limit closed-loop performance. Online conformal prediction is a powerful data-drโ€ฆ

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Engineering Preprint PDF DOI

You're Pushing My Buttons: Instrumented Learning of Gentle Button Presses

Raman Talwar, Remko Proesmans, Thomas Lips, Andreas Verleysen, Francis wyffels ยท 2026

Learning contact-rich manipulation is difficult from cameras and proprioception alone because contact events are only partially observed. We test whether training-time instrumentation, i.e., object seโ€ฆ

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Engineering Preprint PDF DOI

Transfer Learning for Neural Parameter Estimation applied to Building RC Models

Fabian Raisch, Timo Germann, J. Nathan Kutz, Christoph Goebel, Benjamin Tischler ยท 2026

Parameter estimation for dynamical systems remains challenging due to non-convexity and sensitivity to initial parameter guesses. Recent deep learning approaches enable accurate and fast parameter estโ€ฆ

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Engineering Preprint PDF DOI

SAND: The Challenge on Speech Analysis for Neurodegenerative Disease Assessment

Giovanna Sannino, Ivanoe De Falco, Nadia Brancati, Laura Verde, Maria Frucci, Daniel Riccio, Vincenzo Bevilacqua, Antonio Di Marino, Lucia Aruta, Valentina Virginia Iuzzolino, Gianmaria Senerchia, Myriam Spisto, Raffaele Dubbioso ยท 2026

Recent advances in Artificial Intelligence (AI) and the exploration of noninvasive, objective biomarkers, such as speech signals, have encouraged the development of algorithms to support the early diaโ€ฆ

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Engineering Preprint PDF DOI

BiCoord: A Bimanual Manipulation Benchmark towards Long-Horizon Spatial-Temporal Coordination

Xingyu Peng, Chen Gao, Liankai Jin, Annan Li, Si Liu ยท 2026

Bimanual manipulation, i.e., the coordinated use of two robotic arms to complete tasks, is essential for achieving human-level dexterity in robotics. Recent simulation benchmarks, e.g., RoboTwin and Rโ€ฆ

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Engineering Preprint PDF DOI

Precise Aggressive Aerial Maneuvers with Sensorimotor Policies

Tianyue Wu, Guangtong Xu, Zihan Wang, Junxiao Lin, Tianyang Chen, Yuze Wu, Zhichao Han, Zhiyang Liu, Fei Gao ยท 2026

Precise aggressive maneuvers with lightweight onboard sensors remains a key bottleneck in fully exploiting the maneuverability of drones. Such maneuvers are critical for expanding the systems' accessiโ€ฆ

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Engineering Preprint PDF DOI

Brain-to-Speech: Prosody Feature Engineering and Transformer-Based Reconstruction

Mohammed Salah Al-Radhi, Geza Nemeth, Andon Tchechmedjiev, Binbin Xu ยท 2026

This chapter presents a novel approach to brain-to-speech (BTS) synthesis from intracranial electroencephalography (iEEG) data, emphasizing prosody-aware feature engineering and advanced transformer-bโ€ฆ

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Engineering Preprint PDF DOI

Rectified Schr\"odinger Bridge Matching for Few-Step Visual Navigation

Wuyang Luan, Junhui Li, Weiguang Zhao, Wenjian Zhang, Tieru Wu, Rui Ma ยท 2026

Visual navigation is a core challenge in Embodied AI, requiring autonomous agents to translate high-dimensional sensory observations into continuous, long-horizon action trajectories. While generativeโ€ฆ

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Engineering Preprint PDF DOI

A1: A Fully Transparent Open-Source, Adaptive and Efficient Truncated Vision-Language-Action Model

Kaidong Zhang, Jian Zhang, Rongtao Xu, Yu Sun, Shuoshuo Xue, Youpeng Wen, Xiaoyu Guo, Minghao Guo, Weijia Liufu, Liu Zihou, Kangyi Ji, Yangsong Zhang, Jiarun Zhu, Jingzhi Liu, Zihang Li, Ruiyi Chen, Meng Cao, Jingming Zhang, Shen Zhao, Xiaojun Chang, Feng Zheng, Ivan Laptev, Xiaodan Liang ยท 2026

Vision-Language-Action (VLA) models have emerged as a powerful paradigm for open-world robot manipulation, but their practical deployment is often constrained by cost: billion-scale VLM backbones and โ€ฆ

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Engineering Preprint PDF DOI

Thermal-GEMs: Generalized Models for Building Thermal Dynamics

Felix Koch, Fabian Raisch, Benjamin Tischler ยท 2026

Data-driven models for building thermal dynamics are a scalable approach for enabling energy-efficient operation through fault detection & diagnosis or advanced control. To obtain accurate models, meaโ€ฆ

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Engineering Preprint PDF DOI

Grounding Hierarchical Vision-Language-Action Models Through Explicit Language-Action Alignment

Theodor Wulff, Federico Tavella, Rahul Singh Maharjan, Manith Adikari, Angelo Cangelosi ยท 2026

Achieving robot transparency is a critical step toward effective human-robot collaboration. To be transparent, a robot's natural language communication must be consistent with its actions and explicitโ€ฆ

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Engineering Preprint PDF DOI

Uncovering Linguistic Fragility in Vision-Language-Action Models via Diversity-Aware Red Teaming

Baoshun Tong, Haoran He, Ling Pan, Yang Liu, Liang Lin ยท 2026

Vision-Language-Action (VLA) models have achieved remarkable success in robotic manipulation. However, their robustness to linguistic nuances remains a critical, under-explored safety concern, posing โ€ฆ

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Engineering Preprint PDF DOI

AI-Driven Modular Services for Accessible Multilingual Education in Immersive Extended Reality Settings: Integrating Speech Processing, Translation, and Sign Language Rendering

N.D. Tantaroudas, A.J. McCracken, I. Karachalios, E. Papatheou ยท 2026

This work introduces a modular platform that brings together six AI services, automatic speech recognition via OpenAI Whisper, multilingual translation through Meta NLLB, speech synthesis using AWS Poโ€ฆ

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Engineering Preprint PDF DOI

Structural Regularities of Cinema SDR-to-HDR Mapping in a Controlled Mastering Workflow: A Pixel-wise Case Study on ASC StEM2

Xin Zhang, Xiaoyi Chen ยท 2026

We present an empirical case study of cinema SDR-to-HDR mapping using ASC StEM2, a rare common-source dataset containing EXR scene-referred images and matched SDR/HDR cinema release masters from the sโ€ฆ

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Engineering Preprint PDF DOI

Multimodal Deep Learning Method for Real-Time Spatial Room Impulse Response Computing

Zhiyu Li, Xinwen Yue, Shenghui Zhao, Jing Wang ยท 2026

We propose a multimodal deep learning model for VR auralization that generates spatial room impulse responses (SRIRs) in real time to reconstruct scene-specific auditory perception. Employing SRIRs asโ€ฆ

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Engineering Preprint PDF DOI

Referring-Aware Visuomotor Policy Learning for Closed-Loop Manipulation

Jiahua Ma, Yiran Qin, Xin Wen, Yixiong Li, Yuyu Sun, Yulan Guo, Liang Lin, Ruimao Zhang ยท 2026

This paper addresses a fundamental problem of visuomotor policy learning for robotic manipulation: how to enhance robustness in out-of-distribution execution errors or dynamically re-routing trajectorโ€ฆ

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Engineering Preprint PDF DOI

Learned Elevation Models as a Lightweight Alternative to LiDAR for Radio Environment Map Estimation

Ljupcho Milosheski, Fedja Mocnik, Mihael Mohorcic, Carolina Fortuna ยท 2026

Next-generation wireless systems such as 6G operate at higher frequency bands, making signal propagation highly sensitive to environmental factors such as buildings and vege- tation. Accurate Radio Enโ€ฆ

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Engineering Preprint PDF DOI

The Breakthrough of Sleep: A Contactless Approach for Accurate Sleep Stage Detection Using the Sleepal AI Lamp

Zhuo Diao, Yueting Li, Jianpeng Wang, Shengyu Guan, Xinwei Wang, Wenxiong Cui, Xin Shi, Tong Liu, Kailai Sun, Jingyu Wang, Dian Fan, Thomas Penzel ยท 2026

Sleep staging is essential for the assessment of sleep quality and the diagnosis of sleep-related disorders. Conventional polysomnography (PSG), while considered the gold standard, is intrusive, laborโ€ฆ

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Engineering Preprint PDF DOI

Waveguide to Meaning: Semantic-Aware NOMA for Pinching-Antenna Systems

Ishtiaque Ahmed, Haris Parvaiz, Leila Musavian ยท 2026

We investigate the performance of the pinching-antenna systems (PASS) for semantic communication (SC) in both single-waveguide and multi-waveguide scenarios, under the constraints of bit-user quality โ€ฆ

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Engineering Preprint PDF DOI

LatentMimic: Terrain-Adaptive Locomotion via Latent Space Imitation

Zhiquan Wang, Yunyu Liu, Dipam Patel, Ayush Kumar, Aniket Bera, Bedrich Benes ยท 2026

Developing natural and diverse locomotion controllers for quadruped robots that can adapt to complex terrains while preserving motion style remains a significant challenge. Existing imitation-based meโ€ฆ

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