Two-Layer Retrieval-Augmented Generation Framework for Low-Resource Medical Question Answering Using Reddit Data: Proof-of-Concept Study by Sudeshna Das, Yao Ge, Yuting Guo, Swati Rajwal, JaMor Hairston, Jeanne Powell, Drew Walker, Snigdha Peddireddy, Sahithi Lakamana, Selen Bozkurt, Matthew Reyna, Reza Sameni, Yunyu Xiao, Sangmi Kim, Rasheeta Chandler, Natalie Hernandez, Danielle Mowery, Rachel Wightman, Jennifer Love, Anthony Spadaro, Jeanmarie Perrone, Abeed Sarker

“… BackgroundThe increasing use of social media to share lived and living experiences of substance use presents a unique opportunity to obtain information on side effects, use patterns, and opinions on novel psychoactive substances. …”
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Decentralized Limited-Feedback Multiuser MIMO for Temporally Correlated Channels by Eduardo Zacarías B, Stefan Werner, Risto Wichman

“…A decentralized solution is obtained by the mobile receivers, which employ interference rejection combiner (IRC) linear filters and command the update of the corresponding per-user antenna transmit weights through compact feedback messages, thus avoiding explicit transmission of channel information. The proposed limited-feedback algorithm outperforms existing MU-MIMO solutions employing quantized matrices, operating at the same feedback overhead. …”
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Secure communication approach for Internet of things based on C-RAN fronthaul compression by Yong WANG, Mu ZHOU, Zengshan TIAN, Jinjun WU

“…A resource allocation algorithm was proposed for downlink C-RAN secure communication system.This algorithm jointly optimized the parameters of base station (BS) mode,quantized noise and beamforming under the constraints of SINR requirements of Internet of things information receiver,eavesdropped receiver and fronthaul link capacity.Such a design was a non-convex optimization problem,and a step-by step optimization algorithm was proposed to decompose the original optimization problem efficiently.Semi-definite technique and function smoothing approach were adopted,and the local optimization solution of the original problem was obtained by the iterative different of convex method.Bi-section approach was further proposed to determine BS mode,and the transmitting power of the BSs were finally optimized.Simulation results indicate that the proposed joint optimization algorithm achieves better performance than group sparse optimization algorithm and baseline algorithm,and it has approximate optimal performance as the exhaustive search algorithm.…”
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Rabi oscillations and entanglement between two atoms interacting by the Rydberg blockade studied by the Jaynes–Cummings Model by Francisco D. Santillan, Andreas Hanke

“…The interaction between atoms and a quantized radiation field is fundamentally important in quantum optics and quantum information science. …”
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A novel two-dimensional reversible data hiding scheme based on high-efficiency histogram shifting for JPEG images by Ben He, Yi Chen, Yonghui Zhou, Yongrong Wang, Yanli Chen

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Zero-Shot Classification of Art With Large Language Models by Tatsuya Tojima, Mitsuo Yoshida

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GA-VAE: Enhancing Local Feature Representation in VQ-VAE Through Genetic Algorithm-Based Token Optimization by Jinghui Jiang, Dongjoon Kim, Bohyoung Kim, Yeong-Gil Shin

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The quantum anomalous Hall effect in two-dimensional hexagonal monolayers studied by first-principles calculations by Lixin Zhang, Hongxin Chen, Junfeng Ren, Xiaobo Yuan

“…Summary: The quantum anomalous Hall effect (QAHE) demonstrates the potential for achieving quantized Hall resistance without the need for an external magnetic field, making it highly promising for reducing energy loss in electronic devices. …”
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Impact of Majorana fermions on the Kondo state in the carbon nanotube quantum dot by D Krychowski

“…Two Majoranas (2TSC) in conjunction with the CNTQD have reduced the spin-orbital Kondo effect to the SU ^⋆ (2) Kondo state with 2e in the system. The F _K contains information about the effective charge and the interaction between the quasiparticles, two- and three-body correlators and identifies the broken symmetry of the Kondo state. …”
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Payload location for JPEG image steganography based on co-frequency sub-image filtering by Jie Wang, Chunfang Yang, Ping Wang, Xiaofeng Song, Jicang Lu

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Unidirectional electric field enables reversible ferroelectric domain engineering by Xingan Jiang, Muzhi Li, Yuanyuan Cui, Xiao Wu, Zunyi Deng, Xiangping Zhang, Jianming Deng, Xiaolei Wang, Dongdong Zhang, Xiangdong Yang, Zhuoyin Peng, Zhao Liang, Xueyun Wang, Weiyou Yang

“…Abstract The deterministic control of ferroelectric polarization via an external field is critical for advancing the technologies of modern information storage. Conventionally, reversible and cyclic polarization switching in ferroelectric materials requires bipolar electric fields. …”
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ML-Aided Dynamic BSR Periodicity Adjustment for Enhanced UL Scheduling in Cellular Systems by Nadezhda Chukhno, Salwa Saafi, Sergey Andreev

“…Contemporary research has revealed a limitation in the Uplink (UL) Buffer Status Report (BSR) scheduling procedure – its reliance on outdated information. In addition, a significant limitation in current BSR implementations lies in their inflexibility. …”
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GraphEPN: A Deep Learning Framework for B-Cell Epitope Prediction Leveraging Graph Neural Networks by Feng Wang, Xiangwei Dai, Liyan Shen, Shan Chang

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From dark modes to topology: light-induced skyrmion generation in a plasmonic nanostructure through the inverse faraday effect by Yang Xingyu, Mou Ye, Gallas Bruno, Bidault Sébastien, Mivelle Mathieu

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Rhythm-Based Attention Analysis: A Comprehensive Model for Music Hierarchy by Fangzhen Zhu, Changhao Wu, Qike Huang, Na Zhu, Tuo Leng

“…In this paper, we introduce a quantitative model grounded in fractal theory to evaluate the significance of individual notes within a musical piece. To analyze the quantized note importance, we adopt a rhythm-based approach and propose a series of detection operators informed by fundamental rhythmic combinations. …”
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Real-Time Terrain Storage Generation from Multiple Sensors towards Mobile Robot Operation Interface by Wei Song, Seoungjae Cho, Yulong Xi, Kyungeun Cho, Kyhyun Um

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Compressive sensing and DNA coding operation: Revolutionary approach to colour medical image compression‐encryption algorithm by Xianglian Xue, Haiyan Jin, Changjun Zhou

“…Subsequently, the floating‐point matrices are measured and quantized to generate three 8‐bit integer matrices. …”
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Optical imaging of flavor order in flat band graphene by Tian Xie, Tobias M. Wolf, Siyuan Xu, Zhiyuan Cui, Richen Xiong, Yunbo Ou, Patrick Hays, Ludwig F. Holleis, Yi Guo, Owen I. Sheekey, Caitlin Patterson, Trevor Arp, Kenji Watanabe, Takashi Taniguchi, Seth Ariel Tongay, Andrea F. Young, Allan H. MacDonald, Chenhao Jin

“…Abstract Spin- and valley flavor polarization plays a central role in the many-body physics of flat band graphene, with Fermi surface reconstruction — often accompanied by quantized anomalous Hall and superconducting state — observed in a variety of experimental systems. …”
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Tunable magnons of an antiferromagnetic Mott insulator via interfacial metal-insulator transitions by Sujan Shrestha, Maryam Souri, Christopher J. Dietl, Ekaterina M. Pärschke, Maximilian Krautloher, Gabriel A. Calderon Ortiz, Matteo Minola, Xiatong Shi, Alexander V. Boris, Jinwoo Hwang, Giniyat Khaliullin, Gang Cao, Bernhard Keimer, Jong-Woo Kim, Jungho Kim, Ambrose Seo

“…Abstract Antiferromagnetic insulators present a promising alternative to ferromagnets due to their ultrafast spin dynamics essential for low-energy terahertz spintronic device applications. Magnons, i.e., quantized spin waves capable of transmitting information through excitations, serve as a key functional element in this paradigm. …”
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Learning Online MEMS Calibration with Time-Varying and Memory-Efficient Gaussian Neural Topologies by Danilo Pietro Pau, Simone Tognocchi, Marco Marcon

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