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

Joint Estimation of Dynamic O-D Demand and Choice Models for Dynamic Multi-modal Networks: Computational Graph-Based Learning and Hypothesis Tests

Xiaoyu Ma, Sean Qian ยท 2026

Understanding travel demand and behavior, particularly route and mode choices, is critical for effective transportation planning and policy design in multi-modal systems with emerging mobility optionsโ€ฆ

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Engineering Preprint PDF DOI

COLREGs Compliant Collision Avoidance and Grounding Prevention for Autonomous Marine Navigation

Mayur S. Patil, Nataraj Sudharsan, Veneela Ammula, Jude Tomdio, Jin Wang, Michael Kei, Sivakumar Rathinam, Prabhakar R. Pagilla ยท 2026

Maritime Autonomous Surface Ships (MASS) are increasingly regarded as a promising solution to address crew shortages, improve navigational safety, and improve operational efficiency in the maritime inโ€ฆ

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Engineering Preprint PDF DOI

Learning Therapist Policy from Therapist-Exoskeleton-Patient Interaction

Grayson Snyder, Lorenzo Vianello, Levi Hargrove, Matthew L. Elwin, Jose Pons ยท 2026

Post-stroke rehabilitation is often necessary for patients to regain proper walking gait. However, the typical therapy process can be exhausting and physically demanding for therapists, potentially reโ€ฆ

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Engineering Preprint PDF DOI

Safe Whole-Body Loco-Manipulation via Combined Model and Learning-based Control

Alexander Schperberg, Yeping Wang, Stefano Di Cairano ยท 2026

Simultaneous locomotion and manipulation enables robots to interact with their environment beyond the constraints of a fixed base. However, coordinating legged locomotion with arm manipulation, while โ€ฆ

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Engineering Preprint PDF DOI

Rethinking Camera Choice: An Empirical Study on Fisheye Camera Properties in Robotic Manipulation

Han Xue, Nan Min, Xiaotong Liu, Wendi Chen, Yuan Fang, Jun Lv, Cewu Lu, Chuan Wen ยท 2026

The adoption of fisheye cameras in robotic manipulation, driven by their exceptionally wide Field of View (FoV), is rapidly outpacing a systematic understanding of their downstream effects on policy lโ€ฆ

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Engineering Preprint PDF DOI

Robometer: Scaling General-Purpose Robotic Reward Models via Trajectory Comparisons

Anthony Liang, Yigit Korkmaz, Jiahui Zhang, Minyoung Hwang, Abrar Anwar, Sidhant Kaushik, Aditya Shah, Alex S. Huang, Luke Zettlemoyer, Dieter Fox, Yu Xiang, Anqi Li, Andreea Bobu, Abhishek Gupta, Stephen Tu, Erdem Biyik, Jesse Zhang ยท 2026

General-purpose robot reward models are typically trained to predict absolute task progress from expert demonstrations, providing only local, frame-level supervision. While effective for expert demonsโ€ฆ

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Engineering Preprint PDF DOI

ACDC: Adaptive Curriculum Planning with Dynamic Contrastive Control for Goal-Conditioned Reinforcement Learning in Robotic Manipulation

Xuerui Wang, Guangyu Ren, Tianhong Dai, Bintao Hu, Shuangyao Huang, Wenzhang Zhang, Hengyan Liu ยท 2026

Goal-conditioned reinforcement learning has shown considerable potential in robotic manipulation; however, existing approaches remain limited by their reliance on prioritizing collected experience, reโ€ฆ

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Engineering Preprint PDF DOI

$\pi$-StepNFT: Wider Space Needs Finer Steps in Online RL for Flow-based VLAs

Siting Wang, Xiaofeng Wang, Zheng Zhu, Minnan Pei, Xinyu Cui, Cheng Deng, Jian Zhao, Guan Huang, Haifeng Zhang, Jun Wang ยท 2026

Flow-based vision-language-action (VLA) models excel in embodied control but suffer from intractable likelihoods during multi-step sampling, hindering online reinforcement learning. We propose \textbfโ€ฆ

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Engineering Preprint PDF DOI

Goal-Oriented Semantic Communication for ISAC-Enabled Robotic Obstacle Avoidance

Wenjie Liu, Yansha Deng, Henk Wymeersch ยท 2026

We investigate an integrated sensing and communication (ISAC)-enabled BS for the unmanned aerial vehicle (UAV) obstacle avoidance task, and propose a goal-oriented semantic communication (GOSC) framewโ€ฆ

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Engineering Preprint PDF DOI

CHOP: Counterfactual Human Preference Labels Improve Obstacle Avoidance in Visuomotor Navigation Policies

Gershom Seneviratne, Jianyu An, Vaibhav Shende, Sahire Ellahy, Yaxita Amin, Kondapi Manasanjani, Samarth Chopra, Jonathan Deepak Kannan, Dinesh Manocha ยท 2026

Visuomotor navigation policies have shown strong perception-action coupling for embodied agents, yet they often struggle with safe navigation and dynamic obstacle avoidance in complex real-world envirโ€ฆ

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Engineering Preprint PDF DOI

Learning Vision-Based Omnidirectional Navigation: A Teacher-Student Approach Using Monocular Depth Estimation

Jan Finke, Wayne Paul Martis, Adrian Schmelter, Lars Erbach, Christian Jestel, Marvin Wiedemann ยท 2026

Reliable obstacle avoidance in industrial settings demands 3D scene understanding, but widely used 2D LiDAR sensors perceive only a single horizontal slice of the environment, missing critical obstaclโ€ฆ

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Engineering Preprint PDF DOI

Co-designing a Social Robot for Newcomer Children's Cultural and Language Learning

Neil Fernandes, Tehniyat Shahbaz, Emily Davies-Robinson, Yue Hu, Kerstin Dautenhahn ยท 2026

Newcomer children face barriers in acquiring the host country's language and literacy programs are often constrained by limited staffing, mixed-proficiency cohorts, and short contact time. While Sociaโ€ฆ

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Engineering Preprint PDF DOI

SaferPath: Hierarchical Visual Navigation with Learned Guidance and Safety-Constrained Control

Lingjie Zhang, Zeyu Jiang, Changhao Chen ยท 2026

Visual navigation is a core capability for mobile robots, yet end-to-end learning-based methods often struggle with generalization and safety in unseen, cluttered, or narrow environments. These limitaโ€ฆ

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Engineering Preprint PDF DOI

Tiny-DroNeRF: Tiny Neural Radiance Fields aboard Federated Learning-enabled Nano-drones

Ilenia Carboni, Elia Cereda, Lorenzo Lamberti, Daniele Malpetti, Francesco Conti, Daniele Palossi ยท 2026

Sub-30g nano-sized aerial robots can leverage their agility and form factor to autonomously explore cluttered and narrow environments, like in industrial inspection and search and rescue missions. Howโ€ฆ

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Engineering Preprint PDF DOI

Critical Clearing Time Enhancement of Droop-Controlled Grid-Forming Inverters with Adaptive Function-Based Parameters

Dewan Mahnaaz Mahmud, Vinu Thomas, Bogdan Marinescu, Mickael Hilairet ยท 2026

With the increasing penetration of renewable energy sources, grid-forming (GFM) inverters are becoming essential for voltage and frequency regulation. However, the transient stability of GFM inverter โ€ฆ

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Engineering Preprint PDF DOI

Goal-Oriented Access Optimization for ISAC-Enabled Digital Twins

Fabio Saggese, Federico Chiariotti, Shashi Raj Pandey, Henk Wymeersch, Luca Sanguinetti, Petar Popovski ยท 2026

The digital twins (DTs) of physical systems and environments enable real-time remote tracking, control, and learning, but require low-latency transmission of updates and sensory data to maintain alignโ€ฆ

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Engineering Preprint PDF DOI

Shape-Interpretable Visual Self-Modeling Enables Geometry-Aware Continuum Robot Control

Peng Yu, Xin Wang, Ning Tan ยท 2026

Continuum robots possess high flexibility and redundancy, making them well suited for safe interaction in complex environments, yet their continuous deformation and nonlinear dynamics pose fundamentalโ€ฆ

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Engineering Preprint PDF DOI

A Safety-Aware Shared Autonomy Framework with BarrierIK Using Control Barrier Functions

Berk Guler, Kay Pompetzki, Yuanzheng Sun, Simon Manschitz, Jan Peters ยท 2026

Shared autonomy blends operator intent with autonomous assistance. In cluttered environments, linear blending can produce unsafe commands even when each source is individually collision-free. Many exiโ€ฆ

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Engineering Preprint PDF DOI

TacMamba: A Tactile History Compression Adapter Bridging Fast Reflexes and Slow VLA Reasoning

Zhenan Wang, Yanzhe Wang, Meixuan Ren, Peng Li, Yang Liu, Yifei Nie, Limin Long, Yun Ye, Xiaofeng Wang, Zhen Zhu, Huixu Dong ยท 2026

In visually ambiguous manipulation such as detecting button click tactile feedback is often the sole source of ground truth. However, fusing tactile data poses a significant challenge due to a spatiotโ€ฆ

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Engineering Preprint PDF DOI

Learning Thermal-Aware Locomotion Policies for an Electrically-Actuated Quadruped Robot

Letian Qian, Yuhang Wan, Shuhan Wang, Xin Luo ยท 2026

Electrically-actuated quadrupedal robots possess high mobility on complex terrains, but their motors tend to accumulate heat under high-torque cyclic loads, potentially triggering overheat protection โ€ฆ

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