ENTER: Event Based Interpretable Reasoning for VideoQA

📰 ArXiv cs.AI

ENTER is an interpretable Video Question Answering system based on event graphs

advanced Published 8 Apr 2026
Action Steps
  1. Convert videos into graphical representations using event graphs
  2. Generate code that parses event-graph for interpretable VideoQA
  3. Incorporate contextual visual information into the event graph
  4. Utilize event-event relationships (temporal/causal/hierarchical) to improve VideoQA accuracy
Who Needs to Know This

AI engineers and researchers on a team can benefit from ENTER as it provides an interpretable and structured approach to VideoQA, allowing for more transparent and explainable models

Key Insight

💡 ENTER provides an interpretable and structured approach to VideoQA using event graphs

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📹 ENTER: Event-based interpretable reasoning for VideoQA!

Key Takeaways

ENTER is an interpretable Video Question Answering system based on event graphs

Full Article

Title: ENTER: Event Based Interpretable Reasoning for VideoQA

Abstract:
arXiv:2501.14194v2 Announce Type: replace-cross Abstract: In this paper, we present ENTER, an interpretable Video Question Answering (VideoQA) system based on event graphs. Event graphs convert videos into graphical representations, where video events form the nodes and event-event relationships (temporal/causal/hierarchical) form the edges. This structured representation offers many benefits: 1) Interpretable VideoQA via generated code that parses event-graph; 2) Incorporation of contextual vis
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