Titlebook: Agents and Robots for reliable Engineered Autonomy; 4th Workshop, AREA 2 Angelo Ferrando,Rafael C. Cardoso Conference proceedings 2025 The

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Guide to Graphics Software Toolsleet. Intercession refers to the principle of agents biding on behalf of other agents or imposing certain allocations in decision-making architectures leveraging auction-based decision strategies. This is particularly relevant in settings where human operators, having more precise knowledge of the s

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Web3D Tools and Networked Environmentn the domain of path planning, aiming to aid agents in navigating through intricate environments using raw images as input. Data-driven path-planning algorithms have emerged as a cogent solution to such problems. These algorithms are a fusion of deep learning models for cost approximation, and diffe

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Guide to Graphics Software Toolscting with the other agents. In MAPF applications with physical robots, we can expect the agents to have stochastic behavior and imperfect localization. Planning for such centrally-controlled agents can be viewed as a special case of Partially Observable Markov Decision Process (POMDP), but off-the-

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