Asymptotically Optimal Status Update Compression in Multi-Source System: Age–Distortion Tradeoff by Jun Li, Wenyi Zhang

“…The following three theoretical results are established: (1) The combination of two uniform quantizers with different parameters, along with their corresponding AoI-optimal encoders, provides an asymptotically optimal solution for the multi-quantizer compression scheme. (2) The combination of a piecewise uniform <i>w</i>-quantizer with an AoI-optimal encoder provides an asymptotically optimal solution for the single-quantizer compression scheme. (3) For both schemes, the optimal sum of the average ages is asymptotically linear with respect to the log distortion, with the same slope determined by the sources’ arrival rates.…”
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Variational Estimation of Optimal Signal States for Quantum Channels by Leonardo Oleynik, Junaid Ur Rehman, Hayder Al-Hraishawi, Symeon Chatzinotas

“…This article explores the performance of quantum communication systems in the presence of noise and focuses on finding the optimal encoding for maximizing the classical communication rate, approaching the classical capacity in some scenarios. …”
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Decoding general error correcting codes and the role of complementarity by Yoshifumi Nakata, Takaya Matsuura, Masato Koashi

“…In addition, we reveal that black hole dynamics may optimally encode quantum information but poorly encode classical information.…”
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Beyond the French Flag Model: Exploiting Spatial and Gene Regulatory Interactions for Positional Information. by Patrick Hillenbrand, Ulrich Gerland, Gašper Tkačik

“…Our model, a variant of an Ising spin system, allows us to systematically explore expression patterns that optimally encode positional information. We find that optimal patterning systems use positional cues, as in the French Flag model, together with gene-gene interactions to generate combinatorial codes for position which we call "Counter" patterns. …”
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Leveraging Multi-Level Semantic Understanding in a Unified NER Model by Yuqian Zhao, Jiuchun Ren

“…The model combines entity labels attention with pre-trained GloVe embeddings at the sequence level to optimize encoding and enhance context comprehension. Subsequently, the grid-level semantic extraction employs Conditional Layer Normalization(CLN) and Dilated CNNs. …”
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Rate-Adaptive LiDAR Point Cloud Streaming Over LEO Satellite Networks by Dominic Laniewski, Nils Aschenbruck

“…We develop a novel, real-time capable rate-adaptation algorithm leveraging Google Draco. It predicts optimal encoding parameters for each mini point cloud to maximize the point cloud quality under varying network conditions. …”
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Expression of a Novel HIV-1 Gag-Pol-Env-Nef-Rev Multi-Epitope Construct in Escherichia coli by Elahe Akbari, Soheila Ajdari, Esmat Mirabzadeh Ardakani, Elnaz Agi, Vahid Khalaj, Azam Bolhassani

“…Methods: In this study, the codon-optimized encoding sequence of the designed multi-epitope construct (Gag-Pol-Env-Nef-Rev) was synthesized and subcloned into the pET-24a (+) expression vector. …”
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