A Logarithmic Compression Method for Magnitude-Rich Data: The LPPIE Approach by Vasileios Alevizos, Zongliang Yue, Sabrina Edralin, Clark Xu, Nikitas Gerolimos, George A. Papakostas

“…Future enhancements, such as GPU-accelerated computations and hybrid entropy encoding integration, are proposed to further optimize performance and broaden LPPIE’s applicability. …”
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SFPFMformer: Short-Term Power Load Forecasting for Proxy Electricity Purchase Based on Feature Optimization and Multiscale Decomposition by Chengfei Qi, Yanli Feng, Junling Wan, Xinying Mao, Peisen Yuan

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Encoding arbitrary phase profiles to 2D diffraction orders with controllable polarization states by Zhao Ruizhe, Li Xin, Geng Guangzhou, Li Xiaowei, Li Junjie, Wang Yongtian, Huang Lingling

“…Sixteen independent holograms that generated by GS algorithm are successfully encoded into 4 × 4 uniformly distributed diffraction orders. …”
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Reconfigurable Integrated Photonic Unitary Neural Networks With Phase Encoding Enabled by In-Situ Training by Shengjie Tang, Cheng Chen, Qi Qin, Xiaoping Liu

“…The results suggest that phase encoding outperforms amplitude and hybrid encoding, and exhibits comparable performances to non-unitary RVNNs. …”
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Dynamic patterns of correlated activity in the prefrontal cortex encode information about social behavior. by Nicholas A Frost, Anna Haggart, Vikaas S Sohal

“…However, this notion of an ensemble ignores the ability of neurons to act collectively and encode and transmit information in ways that are not reflected by their individual activity levels. …”
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Identification of Alcoholism Based on Wavelet Renyi Entropy and Three-Segment Encoded Jaya Algorithm by Shui-Hua Wang, Khan Muhammad, Yiding Lv, Yuxiu Sui, Liangxiu Han, Yu-Dong Zhang

“…The proposed TSE-Jaya provides a better performance, compared to the conventional approaches including plain Jaya, multiobjective genetic algorithm, particle swarm optimization, bee colony optimization, modified ant colony system, and real-coded biogeography-based optimization.…”
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Autonomous inverse encoding guides 4D nanoprinting for highly programmable shape morphing by Shuaiqi Ren, Zhiang Zhang, Ruokun He, Jiahao Fan, Guangming Wang, Hesheng Wang, Bing Han, Yong-Lai Zhang, Zhuo-Chen Ma

“…In this study, we report an autonomous inverse encoding strategy to decipher the genetic code for material property distributions that can guide the encoded modeling toward arbitrarily pre-programmed 4D shape morphing. …”
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Psychological Stress Detection Using Transformer-Based Models by Derwin Suhartono, Irfan Fahmi Saputra, Andhika Rizki Pratama, Gabriel Nathaniel

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A Hybrid Machine Learning Model for Accurate Autism Diagnosis by Durga Prasad Kavadi, Venkata Rami Reddy Chirra, Palacharla Ravi Kumar, Sai Babu Veesam, Sagar Yeruva, Lalitha Kumari Pappala

Subjects: “…Auto encoder…”
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FPGA implementation of high throughput encoder and decoder design of lossless canonical Huffman machine by Erna Guguloth, Saidulu Vadtya, Thirumalesu Kudithi, Muni Rathnam Shanmugam, Ashok Nayak Banoth

“…Traditional compression and decompression schemes suffer from data loss, low throughput, and high encoding time. To address these issues, we introduce a modern hardware architecture based on the Canonical Huffman encoding and decoding computation method, integrated with frequency counting, sorting, state machine optimization, and barrel shifter techniques. …”
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Efficient Context-Preserving Encoding and Decoding of Compositional Structures Using Sparse Binary Representations by Roman Malits, Avi Mendelson

“…In addition, the proposed algorithms allow to optimize the amount of compute and memory needed to achieve the desired encoding/decoding performance.…”
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A Novel ISAR Image Feature Suppression Method Based on Arbitrary Phase Encoding by Yanfeng Wang, Qihua Wu, Xiaobin Liu, Zhiming Xu, Feng Zhao, Shunping Xiao

“…In this paper, an Inverse Synthetic Aperture Radar (ISAR) image feature suppression method based on arbitrary phase encoding (APE) is proposed. The parameter design criterion is further analyzed. …”
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Comparative evaluation of encoding techniques for workflow process remaining time prediction for cloud applications by Cong Liu, Wenjuan Liu, Na Guo, Rongjia Song, Yan Gu, Long Cheng, Qingtian Zeng

“…Abstract With the increasing adoption of cloud infrastructure for workflow process deployment, the workflow process remaining time prediction has received more attention due to its significance in improving response time and optimizing resource allocation. Event encoding techniques, by capturing the temporal dynamics and contextual dependencies of process events, improve the accuracy of workflow process remaining time predictions. …”
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Detection of Plantaricin-Encoding Gene and Its Partial Purification in Lactobacillus plantarum BP102 by Elsa Mega Suryani, Yoga Dwi Jatmiko, Irfan Mustafa

“…Lactobacillus plantarum BP102 harbored the gene encoding plantaricin (pln) biosynthesis, namely plnEF and plnK genes. …”
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Coherent Optical Interleaved SC-FDM Uplink Scheme for Long-Reach Passive Optical Network by Ji Zhou, Fei Xu, Erkun Sun, Tiantian Zhang, Zhenshan Zhang, Mengqi Guo, Xizi Tang, Zhansheng Wang, Yaojun Qiao

“…In this paper, we propose a coherent optical interleaved single-carrier frequency-division multiplexing (CO-I-SC-FDM) uplink scheme for the long-reach passive optical network (LR-PON). …”
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Multi-Purpose Graphene-Based Terahertz Metamaterial and Its Equivalent Circuit Model by Somayyeh Asgari, Tapio Fabritius

“…Therefore, these results reveal that our work is significant in terahertz encoders, optical switches, and absorbers.…”
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A Deep Reinforcement-Learning-Based Route Optimization Model for Multi-Compartment Cold Chain Distribution by Jingming Hu, Chong Wang

“…Compared to a recent ant colony optimization algorithm, it achieves up to a 6.32% reduction in costs while being up to 1637 times faster in computation.…”
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Defective states of Hermite-Gaussian modes for long-distance image transmission and high-capacity encoding by Zilong Zhang, Yuqi Wang, Lianghaoyue Zhang, Hongzhi Yang, Suyi Zhao, Xiangyang Pan, Wei He, Yunfei Ma, Lingyu Kong, Lin Xiao, Changming Zhao

“…Abstract Structured light brings a breakthrough in information capacity carried by the laser field, finding an ideal utility in optical information transmission. Advancements in optical intensity-based imaging have facilitated the use of structured light for simple information enconding and decoding. …”
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Long-lived multilevel coherences and spin-1 dynamics encoded in the rotational states of ultracold molecules by Tom R. Hepworth, Daniel K. Ruttley, Fritz von Gierke, Philip D. Gregory, Alexander Guttridge, Simon L. Cornish

“…The availability of numerous rotational states has inspired many applications, including simulating quantum magnetism, encoding high-dimensional qudits and generating large synthetic dimensions. …”
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Dual Branch Encoding Feature Aggregation for Cloud and Cloud Shadow Detection of Remote Sensing Image by Naikang Shi, Haifeng Lin, Huiwen Ji, Min Xia

“…Cloud detection is a critical preprocessing step for optical remote sensing imagery. However, traditional CNN-based methods have limitations in global feature modeling, while Transformer models, despite their strong global modeling capability, struggle to capture fine-grained local details effectively. …”
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