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Existing steering benchmarks are built around simplified, isolated generation tasks and evaluate a single behavioral attribute under controlled settings that do not reflect the diversity and complexity of practical deplo...
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Diffusion and flow models provide expressive policy classes for robotic and sequential decision-making systems. However, their action likelihoods are generally intractable, limiting the direct use of widely adopted polic...
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We study the mixing time of two local Markov chains for uniformly sampling proper edge colorings of trees. For a tree with $n$ vertices and maximum degree $Δ$, we establish optimal mixing-time bounds for the single-edge ...
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Developing versatile synthetic methodologies with merits of simplicity, efficiency, and environment friendliness for five-membered heterocycles is of incredible importance to pharmaceutical and material science, as well ...