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ATT@IJCAI 2022: Vienna, Austria
- Ana Lúcia C. Bazzan, Ivana Dusparic, Marin Lujak, Giuseppe Vizzari:

Twelfth International Workshop on Agents in Traffic and Transportation co-located with the the 31st International Joint Conference on Artificial Intelligence and the 25th European Conference on Artificial Intelligence (IJCAI-ECAI 2022), Vienna, Austria, July 25, 2022. CEUR Workshop Proceedings 3173, CEUR-WS.org 2022
Session 1: Traffic Signal Control
- Behrad Koohy, Sebastian Stein, Enrico H. Gerding, Ghaithaa Manla:

Reward Function Design in Multi-Agent Reinforcement Learning for Traffic Signal Control. 1-13 - Rex Chen, Fei Fang, Norman M. Sadeh:

The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality. 14-31 - Vicente Nejar de Almeida, Ana L. C. Bazzan, Monireh Abdoos:

Multiagent Reinforcement Learning for Traffic Signal Control: a k-Nearest Neighbors Based Approach. 32-46
Session 2: On-Demand Mobility and Ride-Sharing
- Mengya Liu, Vahid Yazdanpanah, Sebastian Stein, Enrico H. Gerding:

Multiobjective Routing in Sustainable Mobility-On-Demand. 47-61 - Aitor López Sánchez, Marin Lujak, Frédéric Semet, Holger Billhardt:

On Balancing Fairness and Efficiency in Routing of Cooperative Vehicle Fleets. 62-76 - Ashwin Kumar, Yevgeniy Vorobeychik, William Yeoh:

Improving Zonal Fairness While Maintaining Efficiency in Rideshare Matching. 77-90
Session 3: Autonomous Vehicles and UAVs
- Bharathkumar Hegde, Mélanie Bouroche:

Design of AI-Based Lane Changing Models in Connected and Autonomous Vehicles: a Survey. 91-107 - Adrien Gauffriau, Damien Grasset, David Bertoin, Jayant Sen Gupta:

Autonomous Drone Interception with Reinforcement Learning. 108-123
Session 4: Analysis and Modeling of Human Behavior in Traffic Systems
- Marta Giltri, Stefania Bandini, Francesca Gasparini, Daniela Briola:

Furthering an Agent-Based Modeling Approach Introducing Affective States Based on Real Data. 124-136 - Andreas Gregoriades, Loukas Dimitriou, Harris E. Michail, Maria Pampaka, Michael Georgiades:

Machine Learning Analysis of Pedestrians' Hazard Anticipation from Eye Tracking Data. 137-159 - Guilherme Dytz dos Santos, Ana L. C. Bazzan:

A Multiobjective Reinforcement Learning Approach to Trip Building. 160-174 - Robert Greener, Daniel Lewis, Jon Reades, Simon Miles, Steven Cummins:

Incorporating Social Norms into a Configurable Agent-Based Model of the Decision to Perform Commuting Behaviour. 175-193 - Vitor A. Fraga, Lincoln Schreiber, Rafael Kunst, Jorge L. V. Barbosa, Gabriel de Oliveira Ramos:

A Machine Learning Pipeline for Extracting Decision-Support Features from Traffic Scenes. 194-208

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