Review for NeurIPS paper: Exactly Computing the Local Lipschitz Constant of ReLU Networks
–Neural Information Processing Systems
Weaknesses: 1. Except for section 3, other theoretical findings/results seem rather standard. For example, the reformulation techniques involved in section 5 have been widely used in mixed-integer programs and even for certifying the adversarial robustness, e.g., SMT solver, nothing new. Also, theorem 1 can be easily obtained via several simple inductions. ReLU network is subdifferential regular under the general position assumption? See Theorem 49 in [1] for details.
Neural Information Processing Systems
Jan-24-2025, 10:13:21 GMT
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