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Akshay Vyas

2 accepted papers

2026

A Novel Approach to Evaluating Evaluation Metrics for Multi-Output Structured Prediction

AAAI 2026technical

In multi-output structured prediction tasks, while only one ground truth label may be provided in the training data, multiple equally valid outputs may be possible, making reliable evaluation a persistent challenge. We postulate that human evaluators implicitly use task-specific invariants, e.g., ob

Cited by 0SourcePDFScholar
2024

CaptainCook4D: A Dataset for Understanding Errors in Procedural Activities

NeurIPS 2024poster

Following step-by-step procedures is an essential component of various activities carried out by individuals in their daily lives. These procedures serve as a guiding framework that helps to achieve goals efficiently, whether it is assembling furniture or preparing a recipe. However, the complexity…

Cited by 9SourcePDFScholar