Search Results - (decoding OR coding) (Algorithmsssicics OR (algorithm OR (algorithm OR algorithm)))

Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs by Kang, Feiyang, Just, Hoang Anh, Sun, Yifan, Jahagirdar, Himanshu, Zhang, Yuanzhi, Du, Rongxing, Sahu, Anit Kumar, Jia, Ruoxi

Table of Contents: “… for subsequent fine-tuning while achieving desired performance levels. While many data selection algorithms have…”
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Decoding Cognitive Health Using Machine Learning: A Comprehensive Evaluation for Diagnosis of Significant Memory Concern by Sajid, M., Sharma, Rahul, Beheshti, Iman, Tanveer, M.

Table of Contents: “… and accurate assessment of SMC. The source codes of the algorithms and datasets used in this study…”
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Rethinking Histology Slide Digitization Workflows for Low-Resource Settings by Zehra, Talat, Marino, Joseph, Wang, Wendy, Frantsuzov, Grigoriy, Nadeem, Saad

Table of Contents: “…), knowledge sharing (education), and using the state-of-the-art artificial intelligence algorithms (augmented…”
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Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation Perspective by Shen, Zhiqiang, Cao, Peng, Su, Junming, Yang, Jinzhu, Zaiane, Osmar R.

Table of Contents: “… paradigm. Specifically, we first design a novel noise-free labeled data construction algorithm (NFC…”
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Data-Driven Symbol Detection for Intersymbol Interference Channels with Bursty Impulsive Noise by Karanov, Boris, Chen, Chin-Hung, Wu, Yan, Young, Alex, van Houtum, Wim

Table of Contents: “… in coded transmission over intersymbol interference (ISI) channels in presence of bursty impulsive noise…”
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Cache Blocking of Distributed-Memory Parallel Matrix Power Kernels by Lacey, Dane C., Alappat, Christie L., Lange, Florian, Hager, Georg, Fehske, Holger, Wellein, Gerhard

Table of Contents: “…Sparse matrix-vector products (SpMVs) are a bottleneck in many scientific codes. Due to the heavy…”
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MVMS-RCN: A Dual-Domain Unfolding CT Reconstruction with Multi-sparse-view and Multi-scale Refinement-correction by Fan, Xiaohong, Chen, Ke, Yi, Huaming, Yang, Yin, Zhang, Jianping

Table of Contents: “… imaging algorithms for sparse-view tomography reconstructions. We propose a novel dual-domain deep…”
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Fast-FedUL: A Training-Free Federated Unlearning with Provable Skew Resilience by Huynh, Thanh Trung, Nguyen, Trong Bang, Nguyen, Phi Le, Nguyen, Thanh Tam, Weidlich, Matthias, Nguyen, Quoc Viet Hung, Aberer, Karl

Table of Contents: “… an algorithm to systematically remove the impact of the target client from the trained model. In addition…”
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A Deep Learning Model for Coronary Artery Segmentation and Quantitative Stenosis Detection in Angiographic Images by Huang, Baixiang, Luo, Yu, Wei, Guangyu, He, Songyan, Shao, Yushuang, Zeng, Xueying

Table of Contents: “…, with sensitivity of 0.9832 and specificity of 0.9933. Additionally, the stenosis detection algorithm achieved a…”
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A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder by Zheng, Jingjing, Yuan, Xin, Li, Kai, Ni, Wei, Tovar, Eduardo, Crowcroft, Jon

Table of Contents: “… of misclassifications with LayerCAM-AE, a voting algorithm is developed, where a local model update is flagged…”
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SPIN: Spacecraft Imagery for Navigation by Montalvo, Javier, Pérez-Villar, Juan Ignacio Bravo, García-Martín, Álvaro, Carballeira, Pablo, Bescós, Jesús

Table of Contents: “… challenge for developing learning-based visual navigation algorithms crucial for autonomous spacecraft…”
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The Heterophilic Snowflake Hypothesis: Training and Empowering GNNs for Heterophilic Graphs by Wang, Kun, Zhang, Guibin, Zhang, Xinnan, Fang, Junfeng, Wu, Xun, Li, Guohao, Pan, Shirui, Huang, Wei, Liang, Yuxuan

Table of Contents: “… snowflake hypothesis; (4) efficiency comparison with existing graph pruning algorithms. Our observations…”
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ReaL: Efficient RLHF Training of Large Language Models with Parameter Reallocation by Mei, Zhiyu, Fu, Wei, Li, Kaiwei, Wang, Guangju, Zhang, Huanchen, Wu, Yi

Table of Contents: “… on this concept, ReaL employs a tailored search algorithm with a lightweight run-time estimator to automatically…”
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Joint Admission Control and Resource Allocation of Virtual Network Embedding via Hierarchical Deep Reinforcement Learning by Wang, Tianfu, Shen, Li, Fan, Qilin, Xu, Tong, Liu, Tongliang, Xiong, Hui

Table of Contents: “…. Considering the proximal policy optimization as the basic training algorithm, we also adopt the average reward…”
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An Understanding of Principal Differential Analysis by Gunning, Edward, Hooker, Giles

Table of Contents: “… estimation approach of PDA. Therefore, we introduce an iterative bias-reduction algorithm that can be applied…”
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PLeaS -- Merging Models with Permutations and Least Squares by Nasery, Anshul, Hayase, Jonathan, Koh, Pang Wei, Oh, Sewoong

Table of Contents: “… new two-step algorithm to merge models -- termed PLeaS -- which relaxes these constraints. First…”
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HiDiff: Hybrid Diffusion Framework for Medical Image Segmentation by Chen, Tao, Wang, Chenhui, Chen, Zhihao, Lei, Yiming, Shan, Hongming

Table of Contents: “… performance of HiDiff over existing medical segmentation algorithms, including the state-of-the-art…”
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Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification by Liu, Ziyu, Alavi, Azadeh, Li, Minyi, Zhang, Xiang

Table of Contents: “… recommendation algorithm can accurately identify the effective augmentations for a given time series dataset…”
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Enhanced Masked Image Modeling to Avoid Model Collapse on Multi-modal MRI Datasets by Han, Linxuan, Xiao, Sa, Li, Zimeng, Li, Haidong, Zhao, Xiuchao, Han, Yeqing, Guo, Fumin, Zhou, Xin

Table of Contents: “… diagnosis from different views. Deep learning algorithms are suitable for identifying specific anatomical…”
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BUSClean: Open-source software for breast ultrasound image pre-processing and knowledge extraction for medical AI by Bunnell, Arianna, Hung, Kailee, Shepherd, John A., Sadowski, Peter

Table of Contents: “… clinical BUS datasets. The algorithm performs BUS scan filtering (flagging of invalid and non-B-mode scans…”
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