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Human reasoning is shaped by resource rationality -- optimizing performance under constraints. Recently, inference-time scaling has emerged as a powerful paradigm to improve the reasoning performance of Large Language Models by expanding…

计算与语言 · 计算机科学 2026-02-12 Zhimin Hu , Riya Roshan , Sashank Varma

We study a multi-agent decision problem in population games, where agents select from multiple available strategies and continually revise their selections based on the payoffs associated with these strategies. Unlike conventional…

多智能体系统 · 计算机科学 2024-09-17 Shinkyu Park

We define the syntax and reduction relation of a recursively typed lambda calculus with a parallel case-function (a parallel conditional). The reduction is shown to be confluent. We interpret the recursive types as information systems in a…

计算机科学中的逻辑 · 计算机科学 2008-06-12 Fritz Müller

Game semantics aim at describing the interactive behaviour of proofs by interpreting formulas as games on which proofs induce strategies. In this article, we introduce a game semantics for a fragment of first order propositional logic. One…

计算机科学中的逻辑 · 计算机科学 2008-12-18 Samuel Mimram

To support the understanding of declarative probabilistic programming languages, we introduce a lambda-calculus with a fair binary probabilistic choice that chooses between its arguments with equal probability. The reduction strategy of the…

计算机科学中的逻辑 · 计算机科学 2022-05-31 David Sabel , Manfred Schmidt-Schauß , Luca Maio

Balancing exploration and exploitation is a central goal in reinforcement learning (RL). Despite recent advances in enhancing large language model (LLM) reasoning, most methods lean toward exploitation, and increasingly encounter…

计算与语言 · 计算机科学 2025-11-11 Daixuan Cheng , Shaohan Huang , Xuekai Zhu , Bo Dai , Wayne Xin Zhao , Zhenliang Zhang , Furu Wei

Extensive work has been conducted both in game theory and logic to model strategic interaction. An important question is whether we can use these theories to design agents for interacting with people? On the one hand, they provide a formal…

人工智能 · 计算机科学 2016-06-27 Sarit Kraus

Traditional solvable game theory and mean-field-type game theory (risk-aware games) predominantly focus on quadratic costs due to their analytical tractability. Nevertheless, they often fail to capture critical non-linearities inherent in…

最优化与控制 · 数学 2025-05-09 Julian Barreiro-Gomez , Tyrone E. Duncan , Bozenna Pasik-Duncan , Hamidou Tembine

We show that the normal form of the Taylor expansion of a $\lambda$-term is isomorphic to its B\"ohm tree, improving Ehrhard and Regnier's original proof along three independent directions. First, we simplify the final step of the proof by…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Federico Olimpieri , Lionel Vaux Auclair

The Naming Game is a model of non-equilibrium dynamics for the self-organized emergence of a linguistic convention or a communication system in a population of agents with pairwise local interactions. We present an extensive study of its…

物理与社会 · 物理学 2007-05-23 Luca Dall'Asta , Andrea Baronchelli , Alain Barrat , Vittorio Loreto

Efficiently allocating treatments with a budget constraint constitutes an important challenge across various domains. In marketing, for example, the use of promotions to target potential customers and boost conversions is limited by the…

机器学习 · 计算机科学 2024-05-06 Toon Vanderschueren , Wouter Verbeke , Felipe Moraes , Hugo Manuel Proença

Pitts and Stark's $\nu$-calculus is a paradigmatic total language for studying the problem of contextual equivalence in higher-order languages with name generation. Models for the $\nu$-calculus that validate basic equivalences concerning…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Nick Benton , Martin Hofmann , Vivek Nigam

This paper introduces a new term rewriting system that is similar to the embedded read-back mechanism for interaction nets presented in our previous work, but is easier to follow than in the original setting and thus to analyze its…

计算机科学中的逻辑 · 计算机科学 2018-08-21 Anton Salikhmetov

A fundamental theme in automata theory is regular languages of words and trees, and their many equivalent definitions. Salvati has proposed a generalization to regular languages of simply typed $\lambda$-terms, defined using denotational…

计算机科学中的逻辑 · 计算机科学 2024-02-09 Vincent Moreau , Lê Thành Dũng Nguyên

We argue that the resource sharing that is commonly manifest in semantic accounts of coordination is instead appropriately handled in terms of structure-sharing in LFG f-structures. We provide an extension to the previous account of LFG…

cmp-lg · 计算机科学 2016-08-31 Andrew Kehler , Mary Dalrymple , John Lamping , Vijay Saraswat

We establish a formal correspondence between resource calculi an appropriate linear multicategories. We consider the cases of (symmetric) representable, symmetric closed and autonomous multicategories. For all these structures, we prove…

计算机科学中的逻辑 · 计算机科学 2023-07-28 Federico Olimpieri

This paper discusses a simple and explicit toy-model example of the categorical Hopfield equations introduced in previous work of Manin and the author. These describe dynamical assignments of resources to networks, where resources are…

神经元与认知 · 定量生物学 2022-07-28 Matilde Marcolli

Combinatorial games are widely used in finite model theory, constraint satisfaction, modal logic and concurrency theory to characterize logical equivalences between structures. In particular, Ehrenfeucht-Fraisse games, pebble games, and…

计算机科学中的逻辑 · 计算机科学 2018-06-29 Samson Abramsky , Nihil Shah

We build a cartesian closed category, called Cho, based on event structures. It allows an interpretation of higher-order stateful concurrent programs that is refined and precise: on the one hand it is conservative with respect to standard…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Simon Castellan , Pierre Clairambault , Glynn Winskel

Mathematical models of interactions among rational agents have long been studied in game theory. However these interactions are often over a small set of discrete game actions which is very different from how humans communicate in natural…

计算与语言 · 计算机科学 2024-12-17 Ian Gemp , Roma Patel , Yoram Bachrach , Marc Lanctot , Vibhavari Dasagi , Luke Marris , Georgios Piliouras , Siqi Liu , Karl Tuyls