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Hit identification is a critical yet resource-intensive step in the drug discovery pipeline, traditionally relying on high-throughput screening of large compound libraries. Despite advancements in virtual screening, these methods remain…

机器学习 · 计算机科学 2025-12-29 Nagham Osman , Vittorio Lembo , Giovanni Bottegoni , Laura Toni

Traditional search algorithms have issues when applied to games of imperfect information where the number of possible underlying states and trajectories are very large. This challenge is particularly evident in trick-taking card games.…

人工智能 · 计算机科学 2024-04-23 Douglas Rebstock , Christopher Solinas , Nathan R. Sturtevant , Michael Buro

Integrating new data into knowledge graphs (KG) typically involves different tasks that are executed within workflows or pipelines There are many possible pipelines for a specific integration problem but there is not yet a general approach…

人工智能 · 计算机科学 2026-05-22 Marvin Hofer , Erhard Rahm

In this paper, we propose a methodology designed to support decision-making during the execution phase of military ground combat operations, with a focus on one's actions. This methodology generates and evaluates recommendations for various…

人工智能 · 计算机科学 2025-11-10 Johan Schubert , Patrik Hansen , Pontus Hörling , Ronnie Johansson

We propose a new procedural content generation method which learns iterative level generators from a dataset of existing levels. The Path of Destruction method, as we call it, views level generation as repair; levels are created by…

机器学习 · 计算机科学 2022-10-04 Matthew Siper , Ahmed Khalifa , Julian Togelius

Inverse design of solid-state materials with desired properties represents a formidable challenge in materials science. Although recent generative models have demonstrated potential, their adoption has been hindered by limitations such as…

材料科学 · 物理学 2024-08-15 Yan Chen , Xueru Wang , Xiaobin Deng , Yilun Liu , Xi Chen , Yunwei Zhang , Lei Wang , Hang Xiao

Dynamic manufacturing processes exhibit complex characteristics defined by time-varying parameters, nonlinear behaviors, and uncertainties. These characteristics require sophisticated in-situ monitoring techniques utilizing multimodal…

机器学习 · 计算机科学 2025-08-26 Suk Ki Lee , Hyunwoong Ko

The discovery of Metal-Organic Frameworks (MOFs) with application-specific properties remains a central challenge in materials chemistry, owing to the immense size and complexity of their structural design space. Conventional computational…

In the Minecraft Collaborative Building Task, two players collaborate: an Architect (A) provides instructions to a Builder (B) to assemble a specified structure using 3D blocks. In this work, we investigate the use of large language models…

计算与语言 · 计算机科学 2024-06-26 Chalamalasetti Kranti , Sherzod Hakimov , David Schlangen

Application of realism enhancement methods, particularly in real-time and resource-constrained settings, has been frustrated by the expense of existing methods. These achieve high quality results only at the cost of long runtimes and high…

图形学 · 计算机科学 2023-06-08 Arturo Salmi , Szabolcs Cséfalvay , James Imber

Expressive range analysis is a visualization-based technique used to evaluate the performance of generative models, particularly in game level generation. It typically employs two quantifiable metrics to position generated artifacts on a 2D…

机器学习 · 计算机科学 2025-04-09 Mahsa Bazzaz , Seth Cooper

Can we build an artificial system that would be able to generate endless surprises if ran "forever" in Minecraft? While there is not a single path toward solving that grand challenge, this article presents what we believe to be some working…

人工智能 · 计算机科学 2023-12-04 Mayalen Etcheverry , Bert Wang-Chak Chan , Clément Moulin-Frier , Pierre-Yves Oudeyer

This study presents an exploratory evaluation of Music Generation Systems (MGS) within contemporary music production workflows by examining eight open-source systems. The evaluation framework combines technical insights with practical…

音频与语音处理 · 电气工程与系统科学 2025-07-03 Shayan Dadman , Bernt Arild Bremdal , Andreas Bergsland

As decarbonization agendas mature, macro-energy systems modelling studies have increasingly focused on enhanced decision support methods that move beyond least-cost modelling to improve consideration of additional objectives and tradeoffs.…

最优化与控制 · 数学 2024-11-26 Michael Lau , Neha Patankar , Jesse D. Jenkins

We investigate how reinforcement learning can be used to train level-designing agents. This represents a new approach to procedural content generation in games, where level design is framed as a game, and the content generator itself is…

机器学习 · 计算机科学 2020-08-14 Ahmed Khalifa , Philip Bontrager , Sam Earle , Julian Togelius

Conventional methods of assessing attitudes towards climate change are limited in capturing authentic opinions, primarily stemming from a lack of context-specific assessment strategies and an overreliance on simplistic surveys. Game-based…

人机交互 · 计算机科学 2024-03-28 Suifang Zhou , Latisha Besariani Hendra , Qinshi Zhang , Jussi Holopainen , RAY LC

Transition Matching (TM) is an emerging paradigm for generative modeling that generalizes diffusion and flow-matching models as well as continuous-state autoregressive models. TM, similar to previous paradigms, gradually transforms noise…

机器学习 · 计算机科学 2025-12-16 Uriel Singer , Yaron Lipman

We consider learning based methods for visual localization that do not require the construction of explicit maps in the form of point clouds or voxels. The goal is to learn an implicit representation of the environment at a higher, more…

计算机视觉与模式识别 · 计算机科学 2018-12-13 Dan Rosenbaum , Frederic Besse , Fabio Viola , Danilo J. Rezende , S. M. Ali Eslami

We explore a new way to evaluate generative models using insights from evaluation of competitive games between human players. We show experimentally that tournaments between generators and discriminators provide an effective way to evaluate…

机器学习 · 统计学 2018-08-16 Catherine Olsson , Surya Bhupatiraju , Tom Brown , Augustus Odena , Ian Goodfellow

Autonomous fabrication systems are transforming construction and manufacturing, yet they remain vulnerable to print errors. Texture classification is a key component of computer vision systems that enable real-time monitoring and adjustment…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Jeremiah Giordani