Pith. sign in

Counterfactual generative networks

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

years

2026 1 2025 1

verdicts

UNVERDICTED 2

representative citing papers

Factored Classifier-Free Guidance

cs.CV · 2025-06-17 · unverdicted · novelty 7.0

Factored Classifier-Free Guidance enables per-attribute control in classifier-free guidance for diffusion models to produce more sound counterfactuals.

citing papers explorer

Showing 2 of 2 citing papers.

  • Factored Classifier-Free Guidance cs.CV · 2025-06-17 · unverdicted · none · ref 47

    Factored Classifier-Free Guidance enables per-attribute control in classifier-free guidance for diffusion models to produce more sound counterfactuals.

  • Automatic, Debiased, and Invariant Counterfactual Generation under General Interventions stat.ML · 2026-06-05 · unverdicted · none · ref 17

    ADIGen generates counterfactuals under general interventions via Riesz regression, causal invariance, and orthogonal learning, with excess-risk bounds featuring product-bias remainder and invariant risk across environments.