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cs.LG2025
Social Processes: Probabilistic Meta-learning for Adaptive Multiparty Interaction Forecasting
Augustinas Jučas, Chirag Raman
Adaptively forecasting human behavior in social settings is an important step toward achieving Artificial General Intelligence. Most existing research in social forecasting has foc…
cs.LG2022
Why Did This Model Forecast This Future? Closed-Form Temporal Saliency Towards Causal Explanations of Probabilistic Forecasts
Chirag Raman, Hayley Hung, Marco Loog
Forecasting tasks surrounding the dynamics of low-level human behavior are of significance to multiple research domains. In such settings, methods for explaining specific forecasts…
cs.LG2021
Social Processes: Self-Supervised Meta-Learning over Conversational Groups for Forecasting Nonverbal Social Cues
Chirag Raman, Hayley Hung, Marco Loog
Free-standing social conversations constitute a yet underexplored setting for human behavior forecasting. While the task of predicting pedestrian trajectories has received much rec…