System Performance
System performance research focuses on optimizing the efficiency and accuracy of various computational systems, from machine learning models to robotic controllers and even quantum computers. Current research emphasizes improving model architectures (e.g., graph-oriented databases for language models, retention-based networks for multi-agent reinforcement learning) and training techniques (e.g., hard sample mining, co-optimization of design and control), while also addressing issues like fairness, robustness, and explainability. These advancements have significant implications for diverse fields, impacting the development of more efficient and reliable AI systems, improved medical diagnostics, and enhanced manufacturing processes.
440papers
Papers
March 24, 2025
Distilling Stereo Networks for Performant and Efficient Leaner Networks
Rafia Rahim, Samuel Woerz, Andreas ZellUniversity of TuebingenModeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions
Vikramjit Mitra, Amrit Romana, Dung T. Tran, Erdrin Azemi
March 19, 2025
Sustainable Deep Learning-Based Breast Lesion Segmentation: Impact of Breast Region Segmentation on Performance
Sam Narimani, Solveig Roth Hoff, Kathinka Dahli Kurz, Kjell-Inge Gjesdal, Jurgen Geisler, Endre GrovikNorwegian University of Science and Technology●More og Romsdal Hospital Trust●Stavanger University Hospital●The University of Stavanger+2Model Hubs and Beyond: Analyzing Model Popularity, Performance, and Documentation
Pritam Kadasi, Sriman Reddy, Srivathsa Vamsi Chaturvedula, Rudranshu Sen, Agnish Saha, Soumavo Sikdar, Sayani Sarkar, Suhani Mittal+2Lingo Research Group●Indian Institute of Technology Gandhinagar●Jadavpur University●Vellore Institute of Technology●Citicorp Services India...+2
March 6, 2025
Malware Detection at the Edge with Lightweight LLMs: A Performance Evaluation
Christian Rondanini, Barbara Carminati, Elena Ferrari, Antonio Gaudiano, Ashish KunduUniversity of Insubria●Cisco ResearchA Study on the Matching Rate of Dance Movements Using 2D Skeleton Detection and 3D Pose Estimation: Why Is SEVENTEEN's Performance So Bita-Zoroi (Perfectly Synchronized)?
Atsushi Simojo, Harumi Haraguchi
February 28, 2025
Human-AI Collaboration: Trade-offs Between Performance and Preferences
Lukas William Mayer, Sheer Karny, Jackie Ayoub, Miao Song, Danyang Tian, Ehsan Moradi-Pari, Mark SteyversIrvine●IncPsychBench: A comprehensive and professional benchmark for evaluating the performance of LLM-assisted psychiatric clinical practice
Ruoxi Wang, Shuyu Liu, Ling Zhang, Xuequan Zhu, Rui Yang, Xinzhu Zhou, Fei Wu, Zhi Yang, Cheng Jin, Gang WangShanghai Jiao Tong University●Beijing Key Laboratory of Mental Disorders●Advanced Innovation Center for Human Brain Protection●Shanghai...+1