2 citations · 2 across the 2 of their papers we have counts for
3 papers
Learning to Bound: Monotonic, Calibrated Neural Upper Bounds for MPE Inference
Akshay Vyas, Hailiang Dong, Shivvrat Arya +4
Probabilistic graphical models (PGMs) compactly encode structured joint distributions, but Most Probable Explanation (MPE), which finds the highest-probability assignment to unobse…
A Novel Approach to Evaluating Evaluation Metrics for Multi-Output Structured Prediction
Akshay Vyas, Angelo Pimienta, Nicholas Ruozzi
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…
CaptainCook4D: A Dataset for Understanding Errors in Procedural Activities
Rohith Peddi, Shivvrat Arya, Bharath Challa +10
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 tha…