Risultati della ricerca - (endedededededecoding OR (endededecoding OR (coding OR Decoding))) (algorithm OR algorithmics)

Time-Masked Transformers with Lightweight Test-Time Adaptation for Neural Speech Decoding di Feghhi, Ebrahim, Kaasyap, Shreyas, Hadidi, Nima, Kao, Jonathan C.

Sommario: “... speech directly from neural activity. To accelerate algorithmic progress, a recent benchmark released...”
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Local Normalization Distortion and the Thermodynamic Formalism of Decoding Strategies for Large Language Models di Kempton, Tom, Burrell, Stuart

Sommario: “... for language models by expressing popular decoding algorithms as equilibrium states in the language of ergodic...”
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Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass di Shen, Ethan, Fan, Alan, Pratt, Sarah M., Park, Jae Sung, Wallingford, Matthew, Kakade, Sham M., Holtzman, Ari, Krishna, Ranjay, Farhadi, Ali, Kusupati, Aditya

Sommario: “... the computation cost of running $k$ inference passes, we propose Superposed Decoding, a new decoding algorithm...”
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Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation di So, Junhyuk, Kook, Hyunho, Jang, Chaeyeon, Park, Eunhyeok

Sommario: “..., which often requires thousands of steps to produce a single sample. While several Speculative Decoding...”
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Quick Adaptive Ternary Segmentation: An Efficient Decoding Procedure For Hidden Markov Models di Mösching, Alexandre, Li, Housen, Munk, Axel

Sommario: “... process -- a noisy version of the hidden chain. Decoding the original signal from the noisy observations...”
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ProPD: Dynamic Token Tree Pruning and Generation for LLM Parallel Decoding di Zhong, Shuzhang, Yang, Zebin, Li, Meng, Gong, Ruihao, Wang, Runsheng, Huang, Ru

Sommario: “... verification efficiency. Additionally, it introduces a dynamic token tree generation algorithm to balance...”
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Top-H Decoding: Adapting the Creativity and Coherence with Bounded Entropy in Text Generation di Potraghloo, Erfan Baghaei, Azizi, Seyedarmin, Kundu, Souvik, Pedram, Massoud

Sommario: “... writing applications. The code is available at https://github.com/ErfanBaghaei/Top-H-Decoding. ...”
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Adaptive Step Sizes and Implicit Regularization: Decoding the Generalization Landscape of Gradient Optimizers di Revista, Zen, IA, 10

Sommario: “... to the efficacy of gradient-based optimization algorithms. Among these, adaptive step size methods like Adam...”
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EVA: Recasting LLM Decoding into GEMM via an Efficient Vector Quantization Architecture di Duan, Bowen, Guo, Cong, Wei, Chiyue, Shan, Haoxuan, Fu, Yuzhe, Chen, Xinhua, Xu, Yifan, Zhang, Ziyue, Zhou, Changchun, Li, Hai, Chen, Yiran

Sommario: “... and artifacts for the ISCA 2026 paper "EVA: Recasting LLM Decoding into GEMM via an Efficient Vector...”
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Whisper in Medusa's Ear: Multi-head Efficient Decoding for Transformer-based ASR di Segal-Feldman, Yael, Shamsian, Aviv, Navon, Aviv, Hetz, Gill, Keshet, Joseph

Sommario: “... to improve performance, including efficient hardware utilization and algorithmic enhancements. In this paper...”
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Trustful LLMs: Customizing and Grounding Text Generation with Knowledge Bases and Dual Decoders di Zhu, Xiaofeng, Mandivarapu, Jaya Krishna

Sommario: “...) a post-processing algorithm that leverages knowledge triplets in RAG context to correct...”
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Rate-Distortion Region for Distributed Indirect Source Coding with Decoder Side Information di Tang, Jiancheng, Yang, Qianqian

Sommario: “... develop a distributed Blahut-Arimoto (BA) algorithm to numerically compute the rate-distortion function...”
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How Many Bytes Can You Take Out Of Brain-To-Text Decoding? di Antonello, Richard, Sarma, Nihita, Tang, Jerry, Song, Jiaru, Huth, Alexander

Sommario: “... practical brain-to-text decoder is likely possible given further algorithmic improvements. ...”
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High-Quality, ROS Compatible Video Encoding and Decoding for High-Definition Datasets di Li, Jian, Xu, Bowen, Schwertfeger, Sören

Sommario: “...Robotic datasets are important for scientific benchmarking and developing algorithms, for example...”
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Accelerating Codec-based Speech Synthesis with Multi-Token Prediction and Speculative Decoding di Nguyen, Tan Dat, Kim, Ji-Hoon, Choi, Jeongsoo, Choi, Shukjae, Park, Jinseok, Lee, Younglo, Chung, Joon Son

Sommario: “... decoding technique that utilises a Viterbi-based algorithm to select the optimal sequence of generated...”
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NeuroIncept Decoder for High-Fidelity Speech Reconstruction from Neural Activity di Khanday, Owais Mujtaba, Pérez-Córdoba, José L., Mir, Mohd Yaqub, Najar, Ashfaq Ahmad, Gonzalez-Lopez, Jose A.

Sommario: “...This paper introduces a novel algorithm designed for speech synthesis from neural activity...”
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Truth-Aware Decoding: A Program-Logic Approach to Factual Language Generation di Alpay, Faruk, Alakkad, Hamdi

Sommario: “...This paper introduces Truth-Aware Decoding (TAD), a verification-oriented decoding scheme...”
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Token Constraint Decoding Improves Robustness on Question Answering for Large Language Models di Yao, Jui-Ming, Chen, Hao-Yuan, Tang, Zi-Xian, Tan, Bing-Jia, Peng, Sheng-Wei, Xie, Bing-Cheng, Su, Shun-Feng

Sommario: “..., we introduce and evaluate Token Constraint Decoding (TCD). This simple yet effective inference-time...”
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Self-Aug: Query and Entropy Adaptive Decoding for Large Vision-Language Models di Im, Eun Woo, Ali, Muhammad Kashif, Gupta, Vivek

Sommario: “..., an adaptive thresholding algorithm that adaptively adjusts next token candidate size based on the output...”
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Neural Population Decoding and Imbalanced Multi-Omic Datasets For Cancer Subtype Diagnosis di Kent, Charles Theodore, Bagheriye, Leila, Kwisthout, Johan

Sommario: “... algorithm. We further show that the impact of selecting certain population decoding methods is amplified...”
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