Author

Katherine A. Keith

Williams College

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#artificial intelligence Preprint Sep 2026

C$^{3}$T: Counterfactual Causal Reasoning for Sentiment Shifts in Social-Media Conversation Trees

C$^{3}$T (Counterfactual Causal Conversation Transformer), a thread-structured temporal model that jointly predicts node sentiment and shifts, learns sparse ancestor attribution, and supports counterfactual queries by forcing conversational intervention embeddings on or off to estimate potential outcomes, is proposed.

S M Rafiuddin, Atriya Sen, Thomas R. Davidson et al. · 0 citations

#machine learning Preprint Sep 2026

Exploring Sparse Autoencoders in Text-Based Causal Confounding Adjustment

This work proposes a novel causal adjustment pipeline that iteratively selects a minimal set of SAE features via conditional independence tests, and finds that SAE representations achieve better adjustments than alternative representations in standard semi-synthetic evaluations with binary confounders, and their interp...

Mian Zhong, Katherine A. Keith, Anjalie Field · 0 citations