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LLM agents are increasingly expected to function as general-purpose systems capable of resolving open-ended user requests. While existing benchmarks focus on domain-aware environments for developing specialized agents, evaluating…

Artificial Intelligence · Computer Science 2026-02-24 Xiaochuan Li , Ryan Ming , Pranav Setlur , Abhijay Paladugu , Andy Tang , Hao Kang , Shuai Shao , Rong Jin , Chenyan Xiong

Current agentic AI benchmarks predominantly evaluate task completion accuracy, while overlooking critical enterprise requirements such as cost-efficiency, reliability, and operational stability. Through systematic analysis of 12 main…

Artificial Intelligence · Computer Science 2025-11-19 Sushant Mehta

Modern and future processors need to remain functionally correct in the presence of permanent faults to sustain scaling benefits and limit field returns. This paper presents a combined analytical and microarchitectural simulation-based…

Performance · Computer Science 2022-06-24 Panagiota Nikolaou , Yiannakis Sazeides , Maria K. Michael

Quota-based fairness mechanisms like the so-called Rooney rule or four-fifths rule are used in selection problems such as hiring or college admission to reduce inequalities based on sensitive demographic attributes. These mechanisms are…

Computers and Society · Computer Science 2020-06-25 Vitalii Emelianov , Nicolas Gast , Krishna P. Gummadi , Patrick Loiseau

Large language models have demonstrated remarkable few-shot performance on many natural language understanding tasks. Despite several demonstrations of using large language models in complex, strategic scenarios, there lacks a comprehensive…

Computation and Language · Computer Science 2024-07-23 Anthony Costarelli , Mat Allen , Roman Hauksson , Grace Sodunke , Suhas Hariharan , Carlson Cheng , Wenjie Li , Joshua Clymer , Arjun Yadav

Background: The computationally intensive task of real-time rendering can be offloaded to remote cloud systems. However, due to network latency, interactive remote rendering (IRR) introduces the challenge of interaction latency (IL), which…

Networking and Internet Architecture · Computer Science 2019-05-21 Richard Cloete , Nick Holliman

This paper investigates the dynamics of competition among organizations with unequal expertise. Multi-agent reinforcement learning has been used to simulate and understand the impact of various incentive schemes designed to offset such…

Computer Science and Game Theory · Computer Science 2022-01-06 Paramita Koley , Aurghya Maiti , Sourangshu Bhattacharya , Niloy Ganguly

Large language models (LLMs) have achieved remarkable success, yet aligning their generations with human preferences remains a critical challenge. Existing approaches to preference modeling often rely on an explicit or implicit reward…

Computation and Language · Computer Science 2025-05-09 Zhuocheng Gong , Jian Guan , Wei Wu , Huishuai Zhang , Dongyan Zhao

With the ubiquity of parallel commodity hardware, developers turn to high-level concurrency models such as the actor model to lower the complexity of concurrent software. However, debugging concurrent software is hard, especially for…

Programming Languages · Computer Science 2018-08-21 Dominik Aumayr , Stefan Marr , Clément Béra , Elisa Gonzalez Boix , Hanspeter Mössenböck

Robotic research is inherently challenging, requiring expertise in diverse environments and control algorithms. Adapting algorithms to new environments often poses significant difficulties, compounded by the need for extensive…

Robotics · Computer Science 2025-04-10 Halid Abdulrahim Kadi , Kasim Terzić

We present Generative Predictive Control (GPC), an inference-time method for improving pretrained behavior-cloning policies without retraining. GPC augments a frozen diffusion policy at deployment with an action-conditioned world model…

Robotics · Computer Science 2026-03-13 Han Qi , Haocheng Yin , Aris Zhu , Yilun Du , Heng Yang

Generative AI (GenAI) has transformed applications in natural language processing and content creation, yet centralized inference remains hindered by high latency, limited customizability, and privacy concerns. Deploying large models (LMs)…

Systems and Control · Electrical Eng. & Systems 2026-02-10 Haiyuan Li , Hari Madhukumar , Shuangyi Yan , Yulei Wu , Dimitra Simeonidou

We compare games under delayed control and delay games, two types of infinite games modelling asynchronicity in reactive synthesis. In games under delayed control both players suffer from partial informedness due to symmetrically delayed…

Computer Science and Game Theory · Computer Science 2025-03-19 Martin Fränzle , Paul Kröger , Sarah Winter , Martin Zimmermann

Building deployment-ready LLM agents requires complex orchestration of tools, data sources, and control flow logic, yet existing systems tightly couple agent logic to specific programming languages and deployment models. We present a…

Software Engineering · Computer Science 2025-12-24 Ivan Daunis

When agents interact with people as part of a team, fairness becomes an important factor. Prior work has proposed fairness metrics based on teammates' capabilities for task allocation within human-agent teams. However, most metrics only…

Human-Computer Interaction · Computer Science 2025-05-23 Mai Lee Chang , Kim Baraka , Greg Trafton , Zach Lalu Vazhekatt , Andrea Lockerd Thomaz

Competitive programming remains one of the last few human strongholds in coding against AI. The best AI system to date still underperforms the best humans competitive programming: the most recent best result, Google's Gemini~3 Deep Think,…

Artificial Intelligence · Computer Science 2026-04-06 DeepReinforce Team , Xiaoya Li , Xiaofei Sun , Guoyin Wang , Songqiao Su , Chris Shum , Jiwei Li

Serious Games (SGs) are nowadays shifting focus to include procedural content generation (PCG) in the development process as a means of offering personalized and enhanced player experience. However, the development of a framework to assess…

In modern server computing, efficient CPU resource usage is often traded for latency. Garbage collection is a key aspect of memory management in programming languages like Java, but it often competes with application threads for CPU time,…

Programming Languages · Computer Science 2025-03-03 Marina Shimchenko , Erik Österlund , Tobias Wrigstad

In this paper, we propose an intent-aware Model Predictive Control (MPC) approach for the remain-well-clear (RWC) functionality of a multi-agent aircraft detect-and-avoid (DAA) system and compare its performance with the standardized…

Systems and Control · Electrical Eng. & Systems 2025-04-01 Arash Bahari Kordabad , Arabinda Ghosh , Sybert Stroeve , Sadegh Soudjani

In recent years, large language models have shown exceptional performance in fulfilling diverse human needs. However, their training data can introduce harmful content, underscoring the necessity for robust value alignment. Mainstream…

Artificial Intelligence · Computer Science 2024-12-19 Rui Zou , Mengqi Wei , Jintian Feng , Qian Wan , Jianwen Sun , Sannyuya Liu
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