AI & ML
Hierarchical Defense in Leader-Defender-Attacker Games: Nested Equilibria and Receding-Horizon Control
arXiv cs.SY0 views
arXiv:2610.09428v1 Announce Type: new Abstract: We formulate a discrete-time leader-defender-attacker game that combines hierarchical interaction within a protective group with competition against an external attacker. The leader seeks to reach a prescribed demand point while avoiding capture, whereas the defender seeks to intercept the attacker while remaining near the leader. To capture their distinct objectives and asymmetric interactions, we introduce a nested equilibrium concept combining a leader-defender Stackelberg relationship with a Nash-type best-response condition for the attacker. For linear dynamics and quadratic objectives, we derive affine response laws and a backward recursion, together with sufficient conditions for unique stagewise solutions. We further express arrival, capture, and interception conditions as quadratic inequalities in the initial joint state, characterizing winning regions under the resulting policy. A receding-horizon algorithm implements the computed control laws using updated state information. Numerical experiments over randomized initial configurations examine the influence of the prediction horizon and compare the proposed method with an independent-control baseline, illustrating differences in game outcomes and the agents' realized costs.
Source:https://arxiv.org/abs/2610.09428PreviousDistributionally Robust Frequency Response Estimation Using Non-Steady-State Frequency-Domain DataNextRestorative Control and the Limits of Safe Model Discrimination
Related posts

Copilot Fusion's Local Model Preview: Only One of Three Stages Runs on Your Machine
0dev.to AI

Meituan shipped LongCat-2.5
0dev.to AI
Standard bf16 Rounding Discards 99% of Your RL Policy Updates
0dev.to AI
Why Are Startups Choosing Coworking Space in Pune in 2026?
0dev.to AI
What a 32GB GPU actually lets you run locally
0dev.to AI

LLM weak random number generator detection test
0dev.to Security