JFAA: Technical Report for the EPIC-KITCHENS-100 Action Anticipation Challenge at EgoVis 2026
Two research teams have presented technical reports for challenges at the EgoVis 2026 conference. One team, JFAA, secured first place in the EPIC-KITCHENS-100 Action Anticipation Challenge using a JEPA-based method for future action prediction. The second team, MARS, achieved second place in the CASTLE Challenge by treating the task as an agentic evidence-selection problem across multiple modalities, including video, transcripts, and sensor data, utilizing a GPT-5.4 decision agent. AI
IMPACT Showcases advancements in multimodal reasoning and action anticipation, potentially influencing future embodied AI research.