Oct 16, 2019 · In this paper, we propose \emph{Follow-the-Ridge} (FR), a novel algorithm that provably converges to and only converges to local minimax. We ...

In this paper, we propose Follow-the-Ridge (FR), a novel algorithm that provably converges to and only converges to local minimax. We show theoretically that ...

1. 3 Follow the Ridge. We propose a novel algorithm, which we call Follow-the-Ridge (FR), for minimax optimization. The algorithm modifies gradient descent ...

Follow-the-Ridge. This repository contains the code to reproduce the Follow-the-Ridge results from the paper On Solving Minimax Optimization Locally: A Follow- ...

May 23, 2022 · In this paper, we propose the HessianFR, an efficient Hessian-based Follow-the-Ridge algorithm with theoretical guarantees. Furthermore, the ...

... Follow-the-Ridge (FR). The algorithm modifies gradient descent-ascent by applying an asymmetric preconditioner. The update rule is described in Algorithm. 1 ...

In this paper, we propose \emph{Follow-the-Ridge} (FR), a novel algorithm that provably converges to and only converges to local minimax. We show theoretically ...

In this paper, we propose \emph{Follow-the-Ridge} (FR), an algorithm that locally converges to and only converges to local minimax. We show ...

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