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In computer science, there is a distinction between closed systems, whose behavior is totally determined in advance, and open systems, that are systems maintaining a constant interaction with an unspecified environment. Closed systems are…

Logic in Computer Science · Computer Science 2009-11-18 Axel Legay , Marco Faella

Large Language Models (LLMs) have demonstrated wide-ranging applications across various fields and have shown significant potential in the academic peer-review process. However, existing applications are primarily limited to static review…

Computation and Language · Computer Science 2024-06-11 Cheng Tan , Dongxin Lyu , Siyuan Li , Zhangyang Gao , Jingxuan Wei , Siqi Ma , Zicheng Liu , Stan Z. Li

Reasoning is not just about solving problems -- it is also about evaluating which problems are worth solving at all. Evaluations of artificial intelligence (AI) systems primarily focused on problem solving, historically by studying how…

Peer review is the main mechanism by which the software engineering community assesses the quality of scientific results. However, the rapid growth of paper submissions in software engineering venues has outpaced the availability of…

Software Engineering · Computer Science 2026-01-30 Esteban Parra , Sonia Haiduc , Preetha Chatterjee , Ramtin Ehsani , Polina Iaremchuk

Understanding and resolving cooperation dilemmas are key challenges in evolutionary game theory, which have revealed several mechanisms to address them. This paper investigates the comprehensive influence of multiple reputation-related…

Physics and Society · Physics 2025-04-10 Kai Xie , Attila Szolnoki

This study examines a fundamental yet overlooked function of peer review: its role in exposing reviewers to new and unexpected ideas. Leveraging a natural experiment involving over half a million peer review invitations covering both…

Physics and Society · Physics 2025-07-17 Binglu Wang , Zhengnan Ma , Dashun Wang , Brian Uzzi

Recent successes in the Machine Learning community have led to a steep increase in the number of papers submitted to conferences. This increase made more prominent some of the issues that affect the current review process used by these…

Machine Learning · Computer Science 2021-06-03 Alessio Russo

The computing research community needs to work much harder to address the downsides of our innovations. Between the erosion of privacy, threats to democracy, and automation's effect on employment (among many other issues), we can no longer…

The adoption of large language models (LLMs) is transforming the peer review process, from assisting reviewers in writing detailed evaluations to generating entire reviews automatically. While these capabilities offer new opportunities,…

Computers and Society · Computer Science 2026-04-29 Sai Suresh Macharla Vasu , Ivaxi Sheth , Hui-Po Wang , Ruta Binkyte , Mario Fritz

With the rapid advancement of Large Language Models (LLMs), the academic community has faced unprecedented disruptions, particularly in the realm of academic communication. The primary function of peer review is improving the quality of…

Computation and Language · Computer Science 2026-04-22 Wenqing Wu , Chengzhi Zhang , Yi Zhao , Tong Bao

We propose a control-theoretic interpretation of recommender systems and use this perspective to analyze how fairness interventions shape long-term system behavior. Fairness concerns arise for both users and creators, ranging from opinion…

Systems and Control · Electrical Eng. & Systems 2026-05-05 Giulia De Pasquale , Sarah Dean , Paolo Frasca

Evolutionary game theory assumes that individuals maximize their benefits when choosing strategies. However, an alternative perspective proposes that individuals seek to maximize the benefits of others. To explore the relationship between…

Physics and Society · Physics 2024-05-16 Chaoqian Wang , Attila Szolnoki

Peer review is a multi-stage process involving reviews, rebuttals, meta-reviews, final decisions, and subsequent manuscript revisions. Recent advances in large language models (LLMs) have motivated methods that assist or automate different…

Computation and Language · Computer Science 2026-05-05 Sihong Wu , Owen Jiang , Yilun Zhao , Tiansheng Hu , Yiling Ma , Kaiyan Zhang , Manasi Patwardhan , Arman Cohan

Purpose: We propose a model to present a possible mechanism for obtaining sizeable behavioural structures by simulating an agent based on the evolutionary public good game with available social learning. Methods: The model considered a…

Computer Science and Game Theory · Computer Science 2019-10-29 Chulwook Park

Peer review is an integral component of contemporary science. While peer review focuses attention on promising and interesting science, it also encourages scientists to pursue some questions at the expense of others. Here, we use ideas from…

Digital Libraries · Computer Science 2022-10-12 Kevin Gross , Carl T. Bergstrom

Online reviews shape impressions across products and workplaces, and employer reviews in particular combine narratives and ratings that reflect organizational culture. Two major platforms illustrate contrasting approaches to reviewer…

Social and Information Networks · Computer Science 2026-05-05 Vladimir Martirosyan , Rachit Kamdar

Large language models (LLMs) are playing an increasingly integral, though largely informal, role in scholarly peer review. Yet it remains unclear whether LLMs reproduce the biases observed in human decision-making. We adapt a resume-style…

Computers and Society · Computer Science 2025-09-19 Anthony Howell , Jieshu Wang , Luyu Du , Julia Melkers , Varshil Shah

Cooperation, fairness, trust, and resource coordination are cornerstones of modern civilization, yet their emergence remains inadequately explained by the persistent discrepancies between theoretical predictions and behavioral experiments.…

Populations and Evolution · Quantitative Biology 2026-05-21 Guozhong Zheng , Xin Ou , Shengfeng Deng , Jiqiang Zhang , Li Chen

We are witnessing a rapid trend towards the adoption of exercises for evaluation of national research systems, generally based on the peer review approach. They respond to two main needs: stimulating higher efficiency in research activities…

Digital Libraries · Computer Science 2018-11-22 Giovanni Abramo , Ciriaco Andrea D'Angelo

Evaluating large language models typically relies on human-authored benchmarks, reference answers, and human or single-model judgments, approaches that scale poorly, become quickly outdated, and mismatch open-world deployments that depend…

Artificial Intelligence · Computer Science 2026-02-04 Yanki Margalit , Erni Avram , Ran Taig , Oded Margalit , Nurit Cohen-Inger