Algorithms based on the least core approximate stable credit assignments for AI-generated content using orders of magnitude fewer LLM calls than alternatives.
The ellipsoid method and its consequences in combinatorial optimization.Combinatorica, 1(2):169–197
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A parameterized family of alpha-orderings unifies pendent-pair and flat-pair results for symmetric submodular minimization and supports an O(n^3) oracle-based contraction algorithm.
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In-Context Credit Assignment via the Core
Algorithms based on the least core approximate stable credit assignments for AI-generated content using orders of magnitude fewer LLM calls than alternatives.
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A Unified Approach to Minimizing Symmetric Submodular Functions
A parameterized family of alpha-orderings unifies pendent-pair and flat-pair results for symmetric submodular minimization and supports an O(n^3) oracle-based contraction algorithm.