02054nam a2200277 a 4500 OSt 20260924105619.0 260907b |||||||| |||| 00| 0 eng d 9781009579384 (hbk.) Pondicherry University 006.3 GHA Ghallab, Malik author. Acting, planning, and learning / Malik Ghallab, Dana Nau, Paolo Traverso. Cambridge : Cambridge University Press, 2025. xvii, 614 p. : ill. ; 26 cm. Includes bibliographical references and index. Deterministic representation and acting -- Planning with deterministic models -- Learning deterministic models -- HTN representation and planning -- Acting with HTNs -- Learning HTN methods -- Probabilistic representation and acting -- Planning with probabilistic models -- Reinforcement learning -- Acting with nondeterministic models -- Planning with nondeterministic models -- Learning nondeterministic models -- Acting with hierarchical refinement -- Hierarchical refinement planning -- Learning hierarchical refinement models -- Temporal representation and planning -- Acting with temporal controllability -- Learning for temporal acting and planning -- Motion and manipulation actions -- Task and motion planning -- Learning for movement actions -- Large language models for acting and planning -- Perceiving, monitoring and goal reasoning. "AI's next big challenge is integrating and automating the essential cognitive abilities of acting, planning, and learning. This comprehensive overview covers a range of models -deterministic, probabilistic (including MDP and reinforcement learning), hierarchical, nondeterministic, temporal, spatial - and applications in robotics" Artificial intelligence. Computational complexity. Intelligent agents (Computer software) Autonomous robots. Nau, Dana, author. Traverso, Paolo, author. ddc BK 375507 375507 0 0 ddc 0 1 REF PU PU REF 2026-03-19 10437.00 0 006.3 GHA 235779 2026-03-23 20:33:00 2026-03-23 BK