Suchergebnisse - decoding (algorithmssics OR (algorithm OR (algorithm OR algorithm)))

Exploration is Harder than Prediction: Cryptographically Separating Reinforcement Learning from Supervised Learning von Golowich, Noah, Moitra, Ankur, Rohatgi, Dhruv

Inhaltsangabe: “… , by exhibiting a class of block MDPs and associated decoding functions where reward-free exploration is provably …”
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Certifiably Robust RAG against Retrieval Corruption von Xiang, Chong, Wu, Tong, Zhong, Zexuan, Wagner, David, Chen, Danqi, Mittal, Prateek

Inhaltsangabe: “… and decoding-based algorithms for securely aggregating unstructured text responses. Notably, RobustRAG achieves …”
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Urban Waterlogging Detection: A Challenging Benchmark and Large-Small Model Co-Adapter von Song, Suqi, Zhang, Chenxu, Zhang, Peng, Li, Pengkun, Song, Fenglong, Zhang, Lei

Inhaltsangabe: “… decoder adaptation. Meanwhile, a Histogram Equalization Adap-ter module is designed to infuse the image …”
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Explainable Image Captioning using CNN- CNN architecture and Hierarchical Attention von Mohan, Rishi Kesav, Sureshkumar, Sanjay, Sivasubramaniam, Vignesh

Inhaltsangabe: “… is approached in a way that the model or the algorithm's predictions can be explainable and justifiable. Thus …”
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Evaluating LLMs on Entity Disambiguation in Tables von Belotti, Federico, Dadda, Fabio, Cremaschi, Marco, Avogadro, Roberto, Palmonari, Matteo

Inhaltsangabe: “… , and TableLlama; the first two belong to the family of heuristic-based algorithms, while the others …”
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Joint Message Detection, Channel, and User Position Estimation for Unsourced Random Access in Cell-Free Networks von Gkiouzepi, Eleni, Çakmak, Burak, Opper, Manfred, Caire, Giuseppe

Inhaltsangabe: “… . The centralized uRA decoder makes use of the multisource AMP algorithm recently proposed by the authors …”
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Application of Physics-Informed Neural Networks in Removing Telescope Beam Effects von Ni, Shulei, Qiu, Yisheng, Chen, Yunchuan, Song, Zihao, Chen, Hao, Jiang, Xuejian, Quan, Donghui, Chen, Huaxi

Inhaltsangabe: “… utilizes an encoder-decoder network architecture and combines the telescope's point spread function or beam …”
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Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification von Yang, Xiaoxiao, Jia, Ziyu

Inhaltsangabe: “… , numerous models had been proposed, ranging from classical algorithms like Common Spatial Pattern (CSP …”
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PAD: Personalized Alignment of LLMs at Decoding-Time von Chen, Ruizhe, Zhang, Xiaotian, Luo, Meng, Chai, Wenhao, Liu, Zuozhu

Inhaltsangabe: “… , facilitating the generation of generalizable token-level personalized rewards. The PAD algorithm leverages …”
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InstantIR: Blind Image Restoration with Instant Generative Reference von Huang, Jen-Yuan, Wang, Haofan, Wang, Qixun, Bai, Xu, Ai, Hao, Xing, Peng, Huang, Jen-Tse

Inhaltsangabe: “… generation step, this representation is used to decode current diffusion latent and instantiate …”
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Fast Best-of-N Decoding via Speculative Rejection von Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

Inhaltsangabe: “… than standard decoding strategies, which makes it computationally not viable. In this work, we …”
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Learning to Communicate Through Implicit Communication Channels von Wang, Han, Chen, Binbin, Zhang, Tieying, Wang, Baoxiang

Inhaltsangabe: “… and decodes the messages. We propose training algorithms for agents to message and act, including learning …”
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Sum Rate Maximization for Movable Antenna-Aided Downlink RSMA Systems von Zhang, Cixiao, Peng, Size, Xu, Yin, Wu, Qingqing, Ou, Xiaowu, Guo, Xinghao, He, Dazhi, Zhang, Wenjun

Inhaltsangabe: “… cancellation (SIC) to decode part of the interference while treating the remainder as noise. However …”
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Refine3DNet: Scaling Precision in 3D Object Reconstruction from Multi-View RGB Images using Attention von Balakrishnan, Ajith, S, Sreeja, Shine, Linu

Inhaltsangabe: “… Optimization (JTSO) algorithm. Encoded features from unordered inputs are transformed into an enhanced feature …”
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Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces von Wu, Huanyu, Li, Siyang, Wu, Dongrui

Inhaltsangabe: “… -length EEG trials for MI decoding, asynchronous BCIs aim to detect the user's MI without explicit …”
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Lossless Acceleration of Large Language Models with Hierarchical Drafting based on Temporal Locality in Speculative Decoding von Cho, Sukmin, Choi, Sangjin, Hwang, Taeho, Seo, Jeongyeon, Jeong, Soyeong, Lee, Huije, Song, Hoyun, Park, Jong C., Kwon, Youngjin

Inhaltsangabe: “… , as they have been widely incorporated into real-world services. Speculative decoding, a fully algorithmic …”
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Optimal word order for non-causal text generation with Large Language Models: the Spanish case von Busto-Castiñeira, Andrea, García-Méndez, Silvia, de Arriba-Pérez, Francisco, González-Castaño, Francisco J.

Inhaltsangabe: “… Models (LLMs), with zero-shot inference capabilities. However, most neural systems utilize decoder-only …”
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SQuat: Subspace-orthogonal KV Cache Quantization von Wang, Hao, Han, Ligong, Xu, Kai, Srivastava, Akash

Inhaltsangabe: “… The key-value (KV) cache accelerates LLMs decoding by storing KV tensors from previously generated …”
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Variational autoencoders understand knot topology von Braghetto, Anna, Kundu, Sumanta, Baiesi, Marco, Orlandini, Enzo

Inhaltsangabe: “… configurations with the decoder that reliably preserves the topology of the input ones. Our findings demonstrate …”
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Simulation and Experimental Validation of Optical Camera Communication von Narasimman, Srivathsan Chakaravarthi, Alphones, Arokiaswami

Inhaltsangabe: “… . This will allow much needed data rate improvement by operating at the actual frequency a decoding algorithm ceases …”
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