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https://openreview.net/forum?id=zz0FC7qBpkh The Missing Invariance Principle found -- the Reciprocal Twin of Invariant Risk Minimization |... We identify IRM's critical flaw which breaks the invariance guarantee of the practical version (IRM-v1), and propose an alternative algorithm (MRI) which fixes... the missing invariance principle found https://openreview.net/forum?id=NbdCwOgk4m&referrer=%5Bthe%20profile%20of%20Jiaxin%20Wen%5D(%2Fprofile%3Fid%3D~Jiaxin_Wen2) Efficient Hyperparameter Tuning via Trajectory Invariance Principle | OpenReview As hyperparameter tuning becomes increasingly costly at scale, efficient tuning methods are essential. Yet principles for guiding hyperparameter tuning remain... hyperparameter tuning invariance principle efficient via trajectory https://arxiv.org/abs/1702.08043 [1702.08043] Weak invariance principle in Besov spaces for stationary martingale differences Abstract page for arXiv paper 1702.08043: Weak invariance principle in Besov spaces for stationary martingale differences invariance principle https://arxiv.org/abs/2407.05765 [2407.05765] Invariance Principle Meets Vicinal Risk Minimization Abstract page for arXiv paper 2407.05765: Invariance Principle Meets Vicinal Risk Minimization invariance principle 2407 05765 meets vicinal https://arxiv.org/abs/2409.02772 [2409.02772] Unifying Causal Representation Learning with the Invariance Principle Abstract page for arXiv paper 2409.02772: Unifying Causal Representation Learning with the Invariance Principle representation learning with the 2409 02772 causal https://www.mdpi.com/2073-8994/15/11/1966 Action Principle for Scale Invariance and Applications (Part I) On the basis of a general action principle, we revisit the scale invariant field equation using the cotensor relations by Dirac (1973). This action principle... action principle scale invariance applications part