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An unstable algorithm ( η >1/(2C 2 0 σmax)) has |θt| → ∞ (clipped at B0, since Θ = [−B0, B0]is compact), incurringF(θ t)≥C 2 0 B2 0 /2per round, which is strictly worse

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IGT-OMD: Implicit Gradient Transport for Decision-Focused Learning under Delayed Feedback

cs.LG · 2026-05-12 · unverdicted · novelty 7.0

IGT-OMD reduces gradient transport error from quadratic to linear in delay length for delayed bilevel optimization and achieves sublinear regret with adaptive steps.

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IGT-OMD: Implicit Gradient Transport for Decision-Focused Learning under Delayed Feedback cs.LG · 2026-05-12 · unverdicted · none · ref 41
IGT-OMD reduces gradient transport error from quadratic to linear in delay length for delayed bilevel optimization and achieves sublinear regret with adaptive steps.

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