CPI ranks image-text pairs using phrase-level sensitivity scores from nonce substitutions to improve compositional performance in VL pretraining, achieving gains on relation benchmarks with a 50% data subset.
Axiomatic attribution for deep networks
2 Pith papers cite this work. Polarity classification is still indexing.
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DP-perturbed GNN explanations leak graph structure, enabling reconstruction via reverse diffusion with AUC above 0.7 at epsilon=5 on five of seven benchmarks.
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What Does the Caption Really Say? Counterfactual Phrase Intervention for Compositional Data Selection in Vision-Language Pretraining
CPI ranks image-text pairs using phrase-level sensitivity scores from nonce substitutions to improve compositional performance in VL pretraining, achieving gains on relation benchmarks with a 50% data subset.
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Graph Reconstruction from Differentially Private GNN Explanations
DP-perturbed GNN explanations leak graph structure, enabling reconstruction via reverse diffusion with AUC above 0.7 at epsilon=5 on five of seven benchmarks.