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Estimating the causal impact of an intervention on efficiency in a dynamic setting , volume =

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Piece-wise linear isotonic regression

stat.ME · 2026-05-14 · unverdicted · novelty 5.0 · 2 refs

A bilevel optimization framework smooths isotonic regression outputs into continuous piece-wise linear monotonic functions to recover marginal properties in both convex and non-convex cases.

The Case for Model Science: Verify, Explore, Steer, Refine

cs.AI · 2026-05-31 · unverdicted · novelty 4.0

Position paper proposing Model Science as a discipline to systematically analyze AI model behavior beyond benchmarks, drawing analogies from cognitive science, neuroscience, medicine, and agriculture.

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  • Piece-wise linear isotonic regression stat.ME · 2026-05-14 · unverdicted · none · ref 178 · 2 links

    A bilevel optimization framework smooths isotonic regression outputs into continuous piece-wise linear monotonic functions to recover marginal properties in both convex and non-convex cases.