counterfactual-generation

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#counterfactual-generation

Residual-Space Evolutionary Optimization via Flow-based Generative Models

arXiv cs.AI · 4d ago Cached

Introduces a framework combining flow-based generative editing with evolutionary algorithms to perform optimization in residual space, enabling controllable data editing with non-differentiable objectives. Validated on MorphoMNIST and crystal data.

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#counterfactual-generation

CoCoGEC: Counterfactual Generation for Robust Grammatical Error Correction

arXiv cs.CL · 2026-06-16 Cached

Proposes CoCoGEC, a counterfactual generation framework that alters error-irrelevant contexts in GEC training data to improve model robustness, achieving significant F0.5 gains on perturbed benchmarks.

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