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This paper develops a new framework for program synthesis, called semantics-guided synthesis (SemGuS), that allows a user to provide both the syntax and the semantics for the constructs in the language. SemGuS accepts a recursively defined…

编程语言 · 计算机科学 2020-11-12 Jinwoo Kim , Qinheping Hu , Loris D'Antoni , Thomas Reps

The problem of automatically generating a computer program from some specification has been studied since the early days of AI. Recently, two competing approaches for automatic program learning have received significant attention: (1)…

In this paper, we investigate the rational synthesis problem for concurrent game structure for a variety of objectives ranging from reachability to Muller condition. We propose a new algorithm that establishes the decidability of the non…

计算机科学中的逻辑 · 计算机科学 2018-06-11 Rodica Condurache , Youssouf Oualhadj , Nicolas Troquard

Ensuring that AI systems reliably and robustly avoid harmful or dangerous behaviours is a crucial challenge, especially for AI systems with a high degree of autonomy and general intelligence, or systems used in safety-critical contexts. In…

Temporal synthesis attempts to construct reactive programs that satisfy a given declarative (LTL) formula. Practitioners have found it challenging to work exclusively with declarative specifications, and have found languages that combine…

计算机科学中的逻辑 · 计算机科学 2021-07-05 Shaun Azzopardi , Nir Piterman , Gerardo Schneider

Nonlinear optimization methods are typically iterative and make use of gradient information to determine a direction of improvement and function information to effectively check for progress. When this information is corrupted by noise,…

最优化与控制 · 数学 2025-10-21 Albert S. Berahas , Michael J. O'Neill , Clément W. Royer

We introduce a framework for the control of discrete-time switched stochastic systems with uncertain distributions. In particular, we consider stochastic dynamics with additive noise whose distribution lies in an ambiguity set of…

系统与控制 · 电气工程与系统科学 2024-05-21 Ibon Gracia , Dimitris Boskos , Morteza Lahijanian , Luca Laurenti , Manuel Mazo

Time-varying optimization is fundamental to decision-making in dynamic environments, where objectives evolve over time due to exogenous signals or data streams. However, algorithms designed for static problems yield suboptimal decisions in…

最优化与控制 · 数学 2026-04-14 Bryan Van Scoy , Gianluca Bianchin

Algorithms for computing equilibria, optima, and fixed points in nonconvex problems often depend sensitively on practitioner-chosen initial conditions. When uniqueness of a solution is of interest, a common heuristic is to run such…

计量经济学 · 经济学 2026-02-17 Moeen Nehzati , Diego Cussen

Sharpness is an almost generic assumption in continuous optimization that bounds the distance from minima by objective function suboptimality. It facilitates the acceleration of first-order methods through restarts. However, sharpness…

最优化与控制 · 数学 2024-07-24 Ben Adcock , Matthew J. Colbrook , Maksym Neyra-Nesterenko

In spite of the theoretical and algorithmic developments for system synthesis in recent years, little effort has been dedicated to quantifying the quality of the specifications used for synthesis. When dealing with unrealizable…

计算机科学中的逻辑 · 计算机科学 2018-05-09 Davide G. Cavezza , Dalal Alrajeh , András György

We present a tractable method for synthesizing arbitrarily large concurrent programs, for a shared memory model with common hardware-available primitives such as atomic registers, compare-and-swap, load-linked/store conditional, etc. The…

计算机科学中的逻辑 · 计算机科学 2008-01-14 Paul C. Attie

In reactive synthesis, the goal is to automatically generate an implementation from a specification of the reactive and non-terminating input/output behaviours of a system. Specifications are usually modelled as logical formulae or automata…

形式语言与自动机理论 · 计算机科学 2023-06-22 Léo Exibard , Emmanuel Filiot , Pierre-Alain Reynier

We design a new efficient strategy synthesis method applicable to adversarial patrolling problems on graphs with arbitrary-length edges and possibly imperfect intrusion detection. The core ingredient is an efficient algorithm for computing…

计算机科学与博弈论 · 计算机科学 2022-02-07 David Klaška , Antonín Kučera , Vít Musil , Vojtěch Řehák

Retrosynthesis is the task of planning a series of chemical reactions to create a desired molecule from simpler, buyable molecules. While previous works have proposed algorithms to find optimal solutions for a range of metrics (e.g.…

人工智能 · 计算机科学 2024-04-16 Austin Tripp , Krzysztof Maziarz , Sarah Lewis , Marwin Segler , José Miguel Hernández-Lobato

Reactive synthesis is the process of using temporal logic specifications in LTL to generate correct controllers, but its use has been restricted to Boolean specifications. Recently, a Boolean abstraction technique allows to translate LTL T…

计算机科学中的逻辑 · 计算机科学 2023-10-13 Andoni Rodríguez , Cesar Sanchez

Innovation in synthetic biology often still depends on large-scale experimental trial-and-error, domain expertise, and ingenuity. The application of rational design engineering methods promise to make this more efficient, faster, cheaper…

分子网络 · 定量生物学 2021-08-18 Robyn P. Araujo , Sean T. Vittadello , Michael P. H. Stumpf

Recently, Dallal, Neider, and Tabuada studied a generalization of the classical game-theoretic model used in program synthesis, which additionally accounts for unmodeled intermittent disturbances. In this extended framework, one is…

计算机科学与博弈论 · 计算机科学 2019-09-25 Daniel Neider , Alexander Weinert , Martin Zimmermann

We convert the DeepMind Mathematics Dataset into a reinforcement learning environment by interpreting it as a program synthesis problem. Each action taken in the environment adds an operator or an input into a discrete compute graph. Graphs…

机器学习 · 计算机科学 2021-07-19 Joseph Palermo , Johnny Ye , Alok Singh

The task of inferring logical formulas from examples has garnered significant attention as a means to assist engineers in creating formal specifications used in the design, synthesis, and verification of computing systems. Among various…

计算机科学中的逻辑 · 计算机科学 2025-06-04 Benjamin Bordais , Daniel Neider