activity
20172026
most citedReinforcement Learning for UAV Autonomous Navigation, Mapping and Target Detection

27 citations · 99 across the 21 of their papers we have counts for

collaborators

23 papers

cs.MA2026

Human-Inspired Pavlovian and Instrumental Learning for Autonomous Agent Navigation

Jingfeng Shan, Francesco Guidi, Mehrdad Saeidi +8

Autonomous agents operating in uncertain environments must balance fast responses with goal-directed planning. Classical MF RL often converges slowly and may induce unsafe explorat…

eess.SY2026

A Cognitive Framework for Autonomous Agents: Toward Human-Inspired Design

Francesco Guidi, Jingfeng Shan, Mehrdad Saeidi +8

This work introduces a human-inspired reinforcement learning (RL) architecture that integrates Pavlovian and instrumental processes to enhance decision-making in autonomous systems…

stat.AP2025

Model Proficiency in Centralized Multi-Agent Systems: A Performance Study

Anna Guerra, Francesco Guidi, Pau Closas +2

Autonomous agents are increasingly deployed in dynamic environments where their ability to perform a given task depends on both individual and team-level proficiency. While profici…

eess.SP2025

Extremely Large-Scale Dynamic Metasurface Antennas for 6G Near-Field Networks: Opportunities and Challenges

Haiyang Zhang, Nir Shlezinger, Giulia Torcolacci +6

6G networks will need to support higher data rates, high-precision localization, and imaging capabilities. Near-field technologies, enabled by extremely large-scale (XL)-arrays, ar…

eess.SP2025

AREE-Based Decoupled Design of Hybrid Beamformers in mmWave XL-MIMO Systems

Jiazhe Li, Nicolò Decarli, Francesco Guidi +4

Hybrid beamforming has been widely employed in mmWave communications such as vehicular-to-everything (V2X) scenarios, as a compromise between hardware complexity and spectral effic…

eess.SP2024

Beam Focusing for Near-Field Multi-User Localization

Qianyu Yang, Anna Guerra, Francesco Guidi +5

Extremely large-scale antenna arrays are poised to play a pivotal role in sixth-generation (6G) networks. Utilizing such arrays often results in a near-field spherical wave transmi…

eess.SP2024

A Deep-NN Beamforming Approach for Dual Function Radar-Communication THz UAV

Gianluca Fontanesi, Anna Guerra, Francesco Guidi +7

In this paper, we consider a scenario with one UAV equipped with a ULA, which sends combined information and sensing signals to communicate with multiple GBS and, at the same time,…

eess.SP2023

Holographic Imaging with XL-MIMO and RIS: Illumination and Reflection Design

Giulia Torcolacci, Anna Guerra, Haiyang Zhang +4

This paper addresses a near-field imaging problem utilizing extremely large-scale multiple-input multiple-output (XL-MIMO) antennas and reconfigurable intelligent surfaces (RISs) a…

eess.SP2023★ 1 cited

Near and Far Field Model Mismatch: Implications on 6G Communications, Localization, and Sensing

Ahmed Elzanaty, Jiuyu Liu, Anna Guerra +3

The upcoming 6G technology is expected to operate in near-field (NF) radiating conditions thanks to high-frequency and electrically large antenna arrays. Although several studies h…

eess.SP2022★ 2 cited

Radio SLAM for 6G Systems at THz Frequencies: Design and Experimental Validation

Marina Lotti, Gianni Pasolini, Anna Guerra +3

Next-generation wireless networks will see the convergence of communication and sensing, also exploiting the availability of large bandwidths in the Terahertz (THz) spectrum and el…

eess.SP2022

Near-field Localization with Dynamic Metasurface Antennas

Qianyu Yang, Anna Guerra, Francesco Guidi +5

Sixth generation (6G) cellular communications are expected to support enhanced wireless localization capabilities. The widespread deployment of large arrays and high-frequency band…

eess.SP2022★ 7 cited

6G Wireless Communications: From Far-field Beam Steering to Near-field Beam Focusing

Haiyang Zhang, Nir Shlezinger, Francesco Guidi +2

6G networks will be required to support higher data rates, improved energy efficiency, lower latency, and more diverse users compared with 5G systems. To meet these requirements, e…

eess.SP2021★ 4 cited

Near-Field Wireless Power Transfer with Dynamic Metasurface Antennas

Haiyang Zhang, Nir Shlezinger, Francesco Guidi +3

Radio frequency wireless power transfer (WPT) enables charging low-power mobile devices without relying on wired infrastructure. Current existing WPT systems are typically designed…

eess.SP2021★ 9 cited

Near-field Wireless Power Transfer for 6G Internet-of-Everything Mobile Networks: Opportunities and Challenges

Haiyang Zhang, Nir Shlezinger, Francesco Guidi +3

Radiating wireless power transfer (WPT) brings forth the possibility to cost-efficiently charge wireless devices without requiring a wiring infrastructure. As such, it is expected…

cs.NI2021

Networks of UAVs of Low-Complexity for Time-Critical Localization

Anna Guerra, Francesco Guidi, Davide Dardari +1

Future networks of unmanned aerial vehicles (UAVs) will be tasked to carry out ever-increasing complex operations that are time-critical and that require accurate localization perf…

eess.SP2021★ 21 cited

Beam Focusing for Near-Field Multi-User MIMO Communications

Haiyang Zhang, Nir Shlezinger, Francesco Guidi +3

Large antenna arrays and high-frequency bands are two key features of future wireless communication systems. The combination of large-scale antennas with high transmission frequenc…

cs.ET2021★ 17 cited

Towards 6G Holographic Localization: Enabling Technologies and Perspectives

Ahmed Elzanaty, Anna Guerra, Francesco Guidi +2

In the last years, we have experienced the evolution of wireless localization from being a simple add-on feature for enabling specific applications to become an essential character…

cs.IT2021★ 5 cited

Near-field Tracking with Large Antenna Arrays: Fundamental Limits and Practical Algorithms

Anna Guerra, Francesco Guidi, Davide Dardari +1

Applications towards 6G have brought a huge interest towards arrays with a high number of antennas and operating within the millimeter and sub-THz bandwidths for joint communicatio…

cs.IT2020

Reconfigurable Intelligent Surfaces for Localization: Position and Orientation Error Bounds

Ahmed Elzanaty, Anna Guerra, Francesco Guidi +1

Next-generation cellular networks will witness the creation of smart radio environments (SREs), where walls and objects can be coated with reconfigurable intelligent surfaces (RISs…

cs.RO2020★ 27 cited

Reinforcement Learning for UAV Autonomous Navigation, Mapping and Target Detection

Anna Guerra, Francesco Guidi, Davide Dardari +1

In this paper, we study a joint detection, mapping and navigation problem for a single unmanned aerial vehicle (UAV) equipped with a low complexity radar and flying in an unknown e…

eess.SP2019

Radio Positioning with EM Processing of the Spherical Wavefront

Francesco Guidi, Davide Dardari

Next 5G and beyond applications have brought a tremendous interest towards array systems employing an extremely large number of antennas, so that the technology that might be in pl…

eess.SP2019

Automatic Mapping of the Indoor World with Personal Radars

Anna Guerra, Francesco Guidi, Gianni Pasolini +3

Digital maps will revolutionize our experience of perceiving and navigating indoor environments. While today we rely only on the representation of the outdoors, the mapping of indo…

cs.IT2017★ 6 cited

Single Anchor Localization and Orientation Performance Limits using Massive Arrays: MIMO vs. Beamforming

Anna Guerra, Francesco Guidi, Davide Dardari

Next generation cellular networks will experience the combination of femtocells, millimeter-wave (mm-wave) communications and massive antenna arrays. Thanks to the beamforming capa…