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We propose \textit{DeepMartingale}, a deep-learning framework for the dual formulation of discrete-monitoring optimal stopping problems under continuous-time models. Leveraging a martingale representation, our method implements a…

最优化与控制 · 数学 2026-02-27 Junyan Ye , Hoi Ying Wong

In the Drosophila melanogaster egg chamber, the collective migration of border cells toward the oocyte is guided by spatial gradients of chemoattractants. While cellular responses to these cues are well characterized, the spatial…

偏微分方程分析 · 数学 2026-04-03 Naghmeh Akhavan , Alexander George , Michelle Starz-Gaiano , Bradford E. Peercy

A recurrent idea in the study of complex systems is that optimal information processing is to be found near bifurcation points or phase transitions. However, this heuristic hypothesis has few (if any) concrete realizations where a standard…

神经元与认知 · 定量生物学 2007-05-23 Osame Kinouchi , Mauro Copelli

We investigate analytically and numerically the interaction between grain boundaries and second phase precipitates in two-phase coherent solids in the presence of misfit strain. Our numerical study uses amplitude equations that describe the…

材料科学 · 物理学 2016-11-02 Yechuan Xu , Pierre-Antoine Geslin , Alain Karma

Recently two search algorithms, A* and breadth-first branch and bound (BFBnB), were developed based on a simple admissible heuristic for learning Bayesian network structures that optimize a scoring function. The heuristic represents a…

人工智能 · 计算机科学 2012-10-19 Changhe Yuan , Brandon Malone

Hamilton-Jacobi (HJ) reachability analysis is a widely adopted verification tool to provide safety and performance guarantees for autonomous systems. However, it involves solving a partial differential equation (PDE) to compute a safety…

机器人学 · 计算机科学 2025-05-12 Aditya Singh , Zeyuan Feng , Somil Bansal

We analyze the forward error in the floating point summation of real numbers, for computations in low precision or extreme-scale problem dimensions that push the limits of the precision. We present a systematic recurrence for a martingale…

数值分析 · 数学 2022-03-31 Eric Hallman , Ilse C. F. Ipsen

Gene expression in cells is stochastic, yet differentiation is robust. We propose a mechanism in which frustrated genes with weakly stable intermediate expression undergo noise-driven switching between basins of attraction, followed by…

生物物理 · 物理学 2026-04-21 Davey Plugers , Kunihiko Kaneko

The inherent probabilistic nature of the biochemical reactions, and low copy number of species can lead to stochasticity in gene expression across identical cells. As a result, after induction of gene expression, the time at which a…

定量方法 · 定量生物学 2016-07-28 Khem Raj Ghusinga , Abhyudai Singh

We consider a model of large regulatory gene expression networks where the thresholds activating the sigmoidal interactions between genes and the signs of these interactions are shuffled randomly. Such an approach allows for a qualitative…

分子网络 · 定量生物学 2007-05-23 D. Volchenkov , R. Lima

Black-hole (BH) binaries with single-BH masses m=5--20 Msun, moving on quasicircular orbits, are among the most promising sources for first-generation ground-based gravitational-wave (GW) detectors. Until now, the development of…

广义相对论与量子宇宙学 · 物理学 2014-11-17 Alessandra Buonanno , Yanbei Chen , Michele Vallisneri

Non-topological defects such as grain boundaries abound in pattern forming systems, arising from local variations of pattern properties such as amplitude, wavelength, orientation, etc. We introduce the idea of treating such non-topological…

斑图形成与孤子 · 物理学 2021-12-14 Priya Subramanian , Andrew J. Archer , Edgar Knobloch , Alastair M. Rucklidge

We study boundary criticality at the Nishimori multicritical point of the two-dimensional (2D) random-bond Ising model. Using tensor-network methods, we construct a family of microscopic boundary conditions that incorporates both…

统计力学 · 物理学 2026-05-26 Sheng Yang , Xinyu Sun , Shao-Kai Jian

The holographic complexity conjectures are considered in a Einstein-Maxwell-Dilaton gravity, by using the "Complexity-Volume" proposal. Specifically, we calculate the growth rate of complexity for an eternal charged AdS-dilaton black holes…

高能物理 - 理论 · 物理学 2020-07-21 Ai-chen Li

The proper functioning of multicellular organisms requires the robust establishment of precise proportions between distinct cell-types. This developmental differentiation process typically involves intracellular regulatory and stochastic…

细胞行为 · 定量生物学 2016-06-22 Benjamin Pfeuty , Kunihiko Kaneko

The development of new techniques to quantitatively measure gene expression in cells has shed light on a number of systems that display oscillations in protein concentration. Here we review the different mechanisms which can produce…

分子网络 · 定量生物学 2009-11-13 G. Tiana , S. Krishna , S. Pigolotti , M. H. Jensen , K. Sneppen

Grain boundaries affect properties of polycrystalline materials. The influence of a boundary is largely determined by its energy. Grain boundary energy is often portrayed as a function of macroscopic boundary parameters representing grain…

材料科学 · 物理学 2025-01-07 Adam Morawiec

Drosophila melanogaster, a small dipteran of African origin, represents one of the best-studied model organisms. Early work in this system has uniquely shed light on the basic principles of genetics and resulted in a versatile collection of…

种群与进化 · 定量生物学 2018-10-12 Annabelle Haudry , Stefan Laurent , Martin Kapun

Tissue boundaries pattern embryos, suppress tumours, and provide directional cues. Tissue boundaries are associated with supracellular cables formed by actin and the molecular motor non-muscle myosin II. Actomyosin cables generate tension…

Diffusion Models represent a significant advancement in generative modeling, employing a dual-phase process that first degrades domain-specific information via Gaussian noise and restores it through a trainable model. This framework enables…

神经与进化计算 · 计算机科学 2024-11-21 Benedikt Hartl , Yanbo Zhang , Hananel Hazan , Michael Levin
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