Risultati della ricerca - decoding (Algorithmssics OR (algorithm OR (algorithm OR algorithm)))

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

Sommario: “..., by exhibiting a class of block MDPs and associated decoding functions where reward-free exploration is provably...”
Testo

Certifiably Robust RAG against Retrieval Corruption di Xiang, Chong, Wu, Tong, Zhong, Zexuan, Wagner, David, Chen, Danqi, Mittal, Prateek

Sommario: “... and decoding-based algorithms for securely aggregating unstructured text responses. Notably, RobustRAG achieves...”
Testo

Urban Waterlogging Detection: A Challenging Benchmark and Large-Small Model Co-Adapter di Song, Suqi, Zhang, Chenxu, Zhang, Peng, Li, Pengkun, Song, Fenglong, Zhang, Lei

Sommario: “... decoder adaptation. Meanwhile, a Histogram Equalization Adap-ter module is designed to infuse the image...”
Testo

Explainable Image Captioning using CNN- CNN architecture and Hierarchical Attention di Mohan, Rishi Kesav, Sureshkumar, Sanjay, Sivasubramaniam, Vignesh

Sommario: “... is approached in a way that the model or the algorithm's predictions can be explainable and justifiable. Thus...”
Testo

Evaluating LLMs on Entity Disambiguation in Tables di Belotti, Federico, Dadda, Fabio, Cremaschi, Marco, Avogadro, Roberto, Palmonari, Matteo

Sommario: “..., and TableLlama; the first two belong to the family of heuristic-based algorithms, while the others...”
Testo

Joint Message Detection, Channel, and User Position Estimation for Unsourced Random Access in Cell-Free Networks di Gkiouzepi, Eleni, Çakmak, Burak, Opper, Manfred, Caire, Giuseppe

Sommario: “.... The centralized uRA decoder makes use of the multisource AMP algorithm recently proposed by the authors...”
Testo

Application of Physics-Informed Neural Networks in Removing Telescope Beam Effects di Ni, Shulei, Qiu, Yisheng, Chen, Yunchuan, Song, Zihao, Chen, Hao, Jiang, Xuejian, Quan, Donghui, Chen, Huaxi

Sommario: “... utilizes an encoder-decoder network architecture and combines the telescope's point spread function or beam...”
Testo

Spatial-Temporal Mamba Network for EEG-based Motor Imagery Classification di Yang, Xiaoxiao, Jia, Ziyu

Sommario: “..., numerous models had been proposed, ranging from classical algorithms like Common Spatial Pattern (CSP...”
Testo

PAD: Personalized Alignment of LLMs at Decoding-Time di Chen, Ruizhe, Zhang, Xiaotian, Luo, Meng, Chai, Wenhao, Liu, Zuozhu

Sommario: “..., facilitating the generation of generalizable token-level personalized rewards. The PAD algorithm leverages...”
Testo

InstantIR: Blind Image Restoration with Instant Generative Reference di Huang, Jen-Yuan, Wang, Haofan, Wang, Qixun, Bai, Xu, Ai, Hao, Xing, Peng, Huang, Jen-Tse

Sommario: “... generation step, this representation is used to decode current diffusion latent and instantiate...”
Testo

Fast Best-of-N Decoding via Speculative Rejection di Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

Sommario: “... than standard decoding strategies, which makes it computationally not viable. In this work, we...”
Testo

Learning to Communicate Through Implicit Communication Channels di Wang, Han, Chen, Binbin, Zhang, Tieying, Wang, Baoxiang

Sommario: “... and decodes the messages. We propose training algorithms for agents to message and act, including learning...”
Testo

Sum Rate Maximization for Movable Antenna-Aided Downlink RSMA Systems di Zhang, Cixiao, Peng, Size, Xu, Yin, Wu, Qingqing, Ou, Xiaowu, Guo, Xinghao, He, Dazhi, Zhang, Wenjun

Sommario: “... cancellation (SIC) to decode part of the interference while treating the remainder as noise. However...”
Testo

Refine3DNet: Scaling Precision in 3D Object Reconstruction from Multi-View RGB Images using Attention di Balakrishnan, Ajith, S, Sreeja, Shine, Linu

Sommario: “... Optimization (JTSO) algorithm. Encoded features from unordered inputs are transformed into an enhanced feature...”
Testo

Motor Imagery Classification for Asynchronous EEG-Based Brain-Computer Interfaces di Wu, Huanyu, Li, Siyang, Wu, Dongrui

Sommario: “...-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 di Cho, Sukmin, Choi, Sangjin, Hwang, Taeho, Seo, Jeongyeon, Jeong, Soyeong, Lee, Huije, Song, Hoyun, Park, Jong C., Kwon, Youngjin

Sommario: “..., as they have been widely incorporated into real-world services. Speculative decoding, a fully algorithmic...”
Testo

Optimal word order for non-causal text generation with Large Language Models: the Spanish case di Busto-Castiñeira, Andrea, García-Méndez, Silvia, de Arriba-Pérez, Francisco, González-Castaño, Francisco J.

Sommario: “... Models (LLMs), with zero-shot inference capabilities. However, most neural systems utilize decoder-only...”
Testo

SQuat: Subspace-orthogonal KV Cache Quantization di Wang, Hao, Han, Ligong, Xu, Kai, Srivastava, Akash

Sommario: “...The key-value (KV) cache accelerates LLMs decoding by storing KV tensors from previously generated...”
Testo

Variational autoencoders understand knot topology di Braghetto, Anna, Kundu, Sumanta, Baiesi, Marco, Orlandini, Enzo

Sommario: “... configurations with the decoder that reliably preserves the topology of the input ones. Our findings demonstrate...”
Testo

Simulation and Experimental Validation of Optical Camera Communication di Narasimman, Srivathsan Chakaravarthi, Alphones, Arokiaswami

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