Scientists have developed a new method to analyze the dynamical, out-of-equilibrium properties of complex disordered systems, such as gold with magnetic impurities or opinions spreading on social ...

Advancements in natural language processing have greatly enhanced the capabilities of language models, making them essential tools for various applications, including virtual assistants, automated ...

In physics, a "disordered system" refers to a physical system whose components – e.g. its atoms – are not organized in any discernible way. Like a drawer full of random socks, a disordered system ...

Abstract: In this paper, we propose a backtracking method of AUV based on optical and acoustic image evaluation. With the proposed method, the vehicle can record useful images on its path, and conduct ...

Scientists at EPFL and Charles University have developed a new method to analyze the dynamical, out-of-equilibrium properties of complex disordered systems, such as gold with magnetic impurities or ...

This repository implements the Self-BackTracking method, that equips LLMs with the ability to backtrack during both training and inference. This mechanism not only enhances reasoning ability but also ...

loss = np.mean(ln(1 + exp(-y (X @ w)))) + lam_regular * np.sum(w ** 2) grad = 1/num_samples * X^T @ (y / (1 + z) - y) + 2 * lam_regular * w def backtracking_line ...