Knowledge Reasoning
Challenge: Long-Horizon Temporal Dynamics
My Solution: Establishs a new paradigm of Models as Schemas to add predictive power to produce multiple hypotheses, along with structural justifications for participant-specific and attribute-specific connections
My Solution: Establishs a new paradigm of Models as Schemas to add predictive power to produce multiple hypotheses, along with structural justifications for participant-specific and attribute-specific connections
Event Graph Schema: Open doors to graph context for event dynamics
Path Language Model: A new step towards deep semantic understanding of inter-event connections
VidIL: Creates a new paradigm to use language models to understand videos; The event prediction performance without any training videos is higher than models pretrained on 20k+ videos
