the United States’s
autonomous vehicles industry,
in focus.

Social Inequities and Health Impacts

21.6% of this theme group

Researchers highlight how marginalized populations face health and social challenges related to autonomous vehicle deployment.

Humanities (67) · Philosophy (36) · Population (12) · Latin Americans (6)

Desigualdades sociales en salud en poblaciones inmigradas en España: revisión de la literatura

Desafios de saúde de pessoas privadas de liberdade no Brasil – revisão sistemática

Engineering and Policy Integration Gaps

18.5% of this theme group

Papers point to difficulties in software deployment, systems engineering, and policy alignment for autonomous vehicles.

Software deployment (11) · Aeronautics (12) · Systems engineering (10) · Transport engineering (13)

Autonomous Vehicle Safety: An Interdisciplinary Challenge

Preparing a Nation for Autonomous Vehicles: Opportunities, Barriers and Policy Recommendations

Human‑Vehicle Interaction Issues

17.4% of this theme group

Studies examine perception, decision‑making, and interface problems that affect autonomous vehicle operation.

Human–computer interaction (19) · Perception (17) · Transport engineering (16) · Intersection (5)

Planning and Decision-Making for Autonomous Vehicles

Autonomous vehicles: challenges, opportunities, and future implications for transportation policies

Data Quality and Measurement Challenges

16.0% of this theme group

Works discuss inconsistencies in data collection, cadastral information, and measurement accuracy for vehicle systems.

Cadastre (4) · Disease (3) · Data collection (3) · Qualitative research (3)

A Progressive Review: Emerging Technologies for ADAS Driven Solutions

EFICIÊNCIA NOS PROCESSOS DIMENSIONAIS: APRIMORAMENTO DE MEDIÇÕES AUTOMÁTICAS EM MÁQUINAS DE MEDIR POR COORDENADAS

Security and Privacy Vulnerabilities

13.1% of this theme group

Authors raise concerns about cyber‑security, privacy, and adversarial attacks on autonomous driving platforms.

Computer security (34) · Internet privacy (8) · Lidar (6) · Adversarial system (5)

Autonomous Driving Security: State of the Art and Challenges

Security and Privacy Issues in Autonomous Vehicles: A Layer-Based Survey

Educational and Cultural Barriers

10.3% of this theme group

Research notes gaps in pedagogical approaches and cultural readiness for autonomous vehicle technologies.

Humanities (33) · Philosophy (25) · Order (4) · Reading (2)

Toward <scp><i>pedagogías entrenzadas</i></scp>: Braiding critical and asset‐based pedagogies of sciences, languages, and cultural responsiv

(Re)pensar a formação de leitores jovens: suportes, convergências e transposições associadas à literatura

Metadata and Institutional Transparency

3.1% of this theme group

Papers critique the volatility and lack of clear metadata standards in autonomous vehicle research outputs.

Metadata (6) · Volatility (5) · Descriptive statistics (5) · Institutionalisation (4)

Análisis bibliométrico de Publicaciones Académicas Indexadas en Crossref.org para Gestión del Conocimiento. Informe 18-CR (64/138)

Traffic Flow and Urban Impact Risks

48.4% of this theme group

Analyses caution that autonomous vehicles may disrupt traffic patterns and urban planning if not carefully managed.

Transport engineering (10) · Software deployment (6) · Traffic flow (4) · TRIPS architecture (3)

Autonomous Vehicle’s Impact on Traffic: Empirical Evidence From Waymo Open Dataset and Implications From Modelling

THE FUTURE OF AUTONOMOUS VEHICLES IN THE U.S. URBAN LANDSCAPE: A REVIEW: ANALYZING IMPLICATIONS FOR TRAFFIC, URBAN PLANNING, AND THE ENVIRON

Adversarial Perception Threats

22.1% of this theme group

Studies warn that adversarial attacks on perception models can compromise vehicle safety.

Adversarial system (9) · Object (5) · Object detection (3) · Perception (4)

An Analysis of Adversarial Attacks and Defenses on Autonomous Driving Models

On Adversarial Robustness of Trajectory Prediction for Autonomous Vehicles

Clinical Evaluation Methodology Concerns

18.0% of this theme group

Works caution about the reliability of clinical trial metrics when applied to autonomous vehicle health‑related assessments.

Gynecology (3) · Clinical trial (3) · Leukoencephalopathy (2) · Internal medicine (2)

The ADAS-cog in Alzheimer's disease clinical trials: psychometric evaluation of the sum and its parts

Administration and Scoring Variance on the ADAS-Cog

Design and Environmental Data Limits

11.5% of this theme group

Research highlights uncertainties in design elements and environmental data processing for autonomous vehicle systems.

Humanities (4) · Capital (2)

Efectos de elementos de diseño del Programa Nacional de Cupos Transables de Emisión (PNCTE) sobre los precios de los cupos y las emisiones a

Assessment of MERIS reflectance data as processed with SeaDAS over the European seas

Robust Anomaly Detection and Edge AI

26.3% of this theme group

Opportunities focus on deep‑learning obstacle avoidance and safety monitoring for perception failures.

Anomaly detection (23) · Robustness (43) · Edge computing (13) · Enhanced Data Rates for GSM Evolution (21)

SteeringNET - A Deep-Learning based Obstacle Avoidance Approach for Autonomous Driving

System-Level Safety Monitoring and Recovery for Perception Failures in Autonomous Vehicles

Collision Avoidance and Eco‑Driving

19.7% of this theme group

Papers explore advanced control and traffic‑prediction methods to improve safety and energy efficiency.

Transport engineering (72) · Automotive engineering (45) · Intersection (33) · Control engineering (24)

Collision Avoidance and Stabilization for Autonomous Vehicles in Emergency Scenarios

Eco-Approach With Traffic Prediction and Experimental Validation for Connected and Autonomous Vehicles

Predictive Trajectory Planning

13.4% of this theme group

Research advances model‑predictive control and real‑time replanning for smoother autonomous navigation.

Trajectory (104) · Control theory (77) · Motion planning (62) · Model predictive control (40)

Design, Analysis, and Experiments of Preview Path Tracking Control for Autonomous Vehicles

From the Racetrack to the Road: Real-Time Trajectory Replanning for Autonomous Driving

Cross‑Domain Biomedical and Cognitive Tools

12.6% of this theme group

Studies adapt cognitive assessment scales and biomedical insights to enhance autonomous system reliability.

Humanities (32) · Philosophy (21) · Coccidioides (15) · CADASIL (15)

The ADAS‐Cog revisited: Novel composite scales based on ADAS‐Cog to improve efficiency in MCI and early AD trials

A Novel <i>Sarocladium spinificis</i> Strain Suppresses <i>Coccidioides posadasii</i> Growth: Morphological and Genetic Perspectives

Sensor Fusion for Object Detection

12.1% of this theme group

Works demonstrate combined lidar and camera approaches to improve detection and tracking accuracy.

Object detection (81) · Lidar (74) · Object (45) · Sensor fusion (33)

Fusion of 3D LIDAR and Camera Data for Object Detection in Autonomous Vehicle Applications

Multi-Object Detection and Tracking, Based on DNN, for Autonomous Vehicles: A Review

Human‑Centric Interaction Models

9.4% of this theme group

Research proposes interaction‑aware prediction and natural language interfaces for more intuitive vehicle control.

Human–computer interaction (110) · Perception (30) · Robot (9) · Systems engineering (9)

Drive as You Speak: Enabling Human-Like Interaction with Large Language Models in Autonomous Vehicles

Decision-Making for Autonomous Vehicles With Interaction-Aware Behavioral Prediction and Social-Attention Neural Network

Reinforcement Learning for Behavior Planning

6.5% of this theme group

Papers present hierarchical and multi‑agent reinforcement learning techniques to optimize lane changes and cooperative driving.

Reinforcement learning (109) · Reinforcement (12) · Markov decision process (7) · Action (6)

Attention-Based Hierarchical Deep Reinforcement Learning for Lane Change Behaviors in Autonomous Driving

A Multi-Agent Reinforcement Learning Approach for Safe and Efficient Behavior Planning of Connected Autonomous Vehicles

San Francisco

30.3% across the displayed hubs

12 companies hiring · $11.3B disclosed funding

San Jose

13.5% across the displayed hubs

5 companies hiring · $1.9B disclosed funding

Palo Alto

10.3% across the displayed hubs

1 companies hiring · $587.3M disclosed funding

Santa Clara

10.3% across the displayed hubs

0 companies hiring · $135.6M disclosed funding

New York City

9.7% across the displayed hubs

1 companies hiring · $56.5M disclosed funding

Mountain View

9.7% across the displayed hubs

3 companies hiring · $30.7B disclosed funding

Boston

8.4% across the displayed hubs

2 companies hiring · $310.6M disclosed funding

Sunnyvale

7.7% across the displayed hubs

3 companies hiring · $1.9B disclosed funding