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Based on closed-form interference alignment (IA) solutions, a low overhead distributed interference alignment (LOIA) scheme is proposed in this paper for the $K$-user SISO interference channel, and extension to multiple antenna scenario is…

信息论 · 计算机科学 2011-06-29 Yanjun Ma , Jiandong Li , Rui Chen

In this paper, we present solvable, convex formulations of $H_2$-optimal state estimation and state-feedback control problems for a general class of linear Partial Differential Equations (PDEs) with one spatial dimension. These convex…

最优化与控制 · 数学 2024-04-29 Sachin Shivakumar , Matthew Peet

In this paper, we propose a Text-Degradation Invariant Auto Encoder (Text-DIAE), a self-supervised model designed to tackle two tasks, text recognition (handwritten or scene-text) and document image enhancement. We start by employing a…

The Proportional-Integral-Derivative Controller is widely used in industries for process control applications. Fractional-order PID controllers are known to outperform their integer-order counterparts. In this paper, we propose a new…

其他计算机科学 · 计算机科学 2008-11-04 Mithun Chakraborty , Deepyaman Maiti , Amit Konar

Mixture-of-Experts (MoE) has emerged as a promising approach to scale up deep learning models due to its significant reduction in computational resources. However, the dynamic nature of MoE leads to load imbalance among experts, severely…

分布式、并行与集群计算 · 计算机科学 2026-01-16 Chenqi Zhao , Wenfei Wu , Linhai Song , Yuchen Xu , Yitao Yuan

By transforming identification and control for nonlinear system into optimization problems, a novel optimization method named state transition algorithm (STA) is introduced to solve the problems. In the proposed STA, a solution to a…

最优化与控制 · 数学 2015-11-18 Xiaojun Zhou , Chunhua Yang , Weihua Gui

We tune one of the most common heating, ventilation, and air conditioning (HVAC) control loops, namely the temperature control of a room. For economical and environmental reasons, it is of prime importance to optimize the performance of…

机器学习 · 计算机科学 2019-07-01 Marcello Fiducioso , Sebastian Curi , Benedikt Schumacher , Markus Gwerder , Andreas Krause

Parallel evolutionary algorithms (PEAs) have been studied for reducing the execution time of evolutionary algorithms by utilizing parallel computing. An asynchronous PEA (APEA) is a scheme of PEAs that increases computational efficiency by…

神经与进化计算 · 计算机科学 2026-01-21 Tomohiro Harada

Together with the NSGA-II and SMS-EMOA, the strength Pareto evolutionary algorithm 2 (SPEA2) is one of the most prominent dominance-based multi-objective evolutionary algorithms (MOEAs). Different from the NSGA-II, it does not employ the…

神经与进化计算 · 计算机科学 2025-08-12 Yasser Alghouass , Benjamin Doerr , Martin S. Krejca , Mohammed Lagmah

A recent state-of-the-art neural open information extraction (OpenIE) system generates extractions iteratively, requiring repeated encoding of partial outputs. This comes at a significant computational cost. On the other hand, sequence…

计算与语言 · 计算机科学 2020-10-08 Keshav Kolluru , Vaibhav Adlakha , Samarth Aggarwal , Mausam , Soumen Chakrabarti

In this paper, we provide joint subcarrier assignment and power allocation schemes for quality-of-service (QoS)-constrained energy-efficiency (EE) optimization in the downlink of an orthogonal frequency division multiple access…

信息论 · 计算机科学 2016-11-01 Jie Tang , Daniel K. C. So , Emad Alsusa , Khairi Ashour Hamdi , Arman Shojaeifard , Kai-Kit Wong

Recent years have seen a growing interest in understanding acceleration methods through the lens of ordinary differential equations (ODEs). Despite the theoretical advancements, translating the rapid convergence observed in continuous-time…

最优化与控制 · 数学 2024-06-05 Zhonglin Xie , Wotao Yin , Zaiwen Wen

While intrusion detection systems (IDSs) benefit from the diversity and generalization of IoT data features, the data diversity (e.g., the heterogeneity and high dimensions of data) also makes it difficult to train effective machine…

机器学习 · 计算机科学 2025-11-26 Phai Vu Dinh , Diep N. Nguyen , Dinh Thai Hoang , Quang Uy Nguyen , Eryk Dutkiewicz , Son Pham Bao

The periodic signal tracking and the unknown disturbance rejection under limited communication resources are main important issues in many physical systems and practical applications. The control of such systems has some challenges such as…

系统与控制 · 电气工程与系统科学 2025-02-11 Mohammed Soliman , Abdul-Wahid A. Saif

Unmanned Aerial Vehicles (UAVs) play an important role in various applications, where precise trajectory tracking is crucial. However, conventional control algorithms for trajectory tracking often exhibit limited performance due to the…

机器人学 · 计算机科学 2026-01-01 Fuqiang Gu , Jiangshan Ai , Xu Lu , Xianlei Long , Yan Li , Tao Jiang , Chao Chen , Huidong Liu

Low-Rank Adaptation (LoRA) has become the dominant parameter-efficient fine-tuning method for large language models, yet standard practice applies LoRA adapters uniformly to all transformer layers regardless of their relevance to the…

机器学习 · 计算机科学 2026-04-20 Abdulmalek Saket

In this paper, we propose an opportunistic downlink interference alignment (ODIA) for interference-limited cellular downlink, which intelligently combines user scheduling and downlink IA techniques. The proposed ODIA not only efficiently…

信息论 · 计算机科学 2016-11-18 Hyun Jong Yang , Won-Yong Shin , Bang Chul Jung , Changho Suh , Arogyaswami Paulraj

In this paper, we present a novel control scheme for feedback optimization. That is, we propose a discrete-time controller that can steer the steady state of a physical plant to the solution of a constrained optimization problem without…

系统与控制 · 电气工程与系统科学 2020-07-09 Verena Häberle , Adrian Hauswirth , Lukas Ortmann , Saverio Bolognani , Florian Dörfler

The main computational cost of algorithms for computing reduced-order models of parametric dynamical systems is in solving sequences of very large and sparse linear systems. We focus on efficiently solving these linear systems, arising…

数值分析 · 数学 2018-09-19 Navneet Pratap Singh , Kapil Ahuja

The {\it straight-through estimator} (STE) is commonly used to optimize quantized neural networks, yet its contexts of effective performance are still unclear despite empirical successes.To make a step forward in this comprehension, we…

机器学习 · 计算机科学 2024-06-26 Mimoun Mohamed , François Malgouyres , Valentin Emiya , Caroline Chaux