Search Results - decoding (algorithmics OR (algorithm OR algorithm))

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

Table of Contents: “…, 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 by Xiang, Chong, Wu, Tong, Zhong, Zexuan, Wagner, David, Chen, Danqi, Mittal, Prateek

Table of Contents: “… 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 by Song, Suqi, Zhang, Chenxu, Zhang, Peng, Li, Pengkun, Song, Fenglong, Zhang, Lei

Table of Contents: “… 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 by Mohan, Rishi Kesav, Sureshkumar, Sanjay, Sivasubramaniam, Vignesh

Table of Contents: “… 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 by Belotti, Federico, Dadda, Fabio, Cremaschi, Marco, Avogadro, Roberto, Palmonari, Matteo

Table of Contents: “…, 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 by Gkiouzepi, Eleni, Çakmak, Burak, Opper, Manfred, Caire, Giuseppe

Table of Contents: “…. 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 by Ni, Shulei, Qiu, Yisheng, Chen, Yunchuan, Song, Zihao, Chen, Hao, Jiang, Xuejian, Quan, Donghui, Chen, Huaxi

Table of Contents: “… 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 by Yang, Xiaoxiao, Jia, Ziyu

Table of Contents: “…, 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 by Chen, Ruizhe, Zhang, Xiaotian, Luo, Meng, Chai, Wenhao, Liu, Zuozhu

Table of Contents: “…, 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 by Huang, Jen-Yuan, Wang, Haofan, Wang, Qixun, Bai, Xu, Ai, Hao, Xing, Peng, Huang, Jen-Tse

Table of Contents: “… 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 by Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

Table of Contents: “… 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 by Wang, Han, Chen, Binbin, Zhang, Tieying, Wang, Baoxiang

Table of Contents: “… 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 by Zhang, Cixiao, Peng, Size, Xu, Yin, Wu, Qingqing, Ou, Xiaowu, Guo, Xinghao, He, Dazhi, Zhang, Wenjun

Table of Contents: “… 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 by Balakrishnan, Ajith, S, Sreeja, Shine, Linu

Table of Contents: “… 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 by Wu, Huanyu, Li, Siyang, Wu, Dongrui

Table of Contents: “…-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 by Cho, Sukmin, Choi, Sangjin, Hwang, Taeho, Seo, Jeongyeon, Jeong, Soyeong, Lee, Huije, Song, Hoyun, Park, Jong C., Kwon, Youngjin

Table of Contents: “…, 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 by Busto-Castiñeira, Andrea, García-Méndez, Silvia, de Arriba-Pérez, Francisco, González-Castaño, Francisco J.

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

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

Table of Contents: “… 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 by Narasimman, Srivathsan Chakaravarthi, Alphones, Arokiaswami

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