Abstract: Set meal design (SMD) for online-to-offline (O2O) restaurant services presents a complex optimization problem, requiring the simultaneous satisfaction of diverse customer preferences, ...
This project is an educational and research-oriented implementation that benchmarks and compares different metaheuristic algorithms for solving VRPTW problems. The VRPTW is a classic NP-hard ...
A polymorphic, model-agnostic multi-agent orchestration framework with nine topology patterns, 22 agent archetypes, and production-grade safety infrastructure — from two agents on a laptop to 100+ ...
In this tutorial, we implement an end-to-end Direct Preference Optimization workflow to align a large language model with human preferences without using a reward model. We combine TRL’s DPOTrainer ...
More than a Colony of Ants The problem of pain, of war and the horror of war, of poverty and disease is always confronting us. But a God who allows no pain, no grief, also allows no choice. There is ...
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