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cs.AI2026
Before Agents Decide: Epistemic Action in LLM-Based Systems
Yizhi Liu, Balaji Padmanabhan, Siva Viswanathan
Before a difficult decision, people often act simply to understand the situation better. We turn an object to see another side, place alternatives next to each other, or change one…
cs.AI2026
Estimating Visual Attribute Effects in Advertising from Observational Data: A Deepfake-Informed Double Machine Learning Approach
Yizhi Liu, Balaji Padmanabhan, Siva Viswanathan
Digital advertising increasingly relies on visual content, yet marketers lack rigorous methods for understanding how specific visual attributes causally affect consumer engagement.…