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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Peng Wang

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Open access Aug 2026

Action-Conditioned Chronos-2 Hybrid for Sample-Efficient MPC Dynamics Modeling: Industrial SO2 Validation

Time-series foundation models are designed to continue observed trajectories, whereas model predictive control (MPC) must compare counterfactual rollouts under candidate future actions. A forecaster whose predictions are invariant to those actions cannot rank controls by predicted plant response, irrespective of foreca...

Zhuang Shao, Li-Jun Lei, Peng Wang et al. · 1 citation

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