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

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 ...

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 ...

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 ...

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 ...