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

Task Decoding based on Eye Movements using Synthetic Data Augmentation di Sadhu, Shanmuka, Baran, Arca, Pandey, Preeti, Kumar, Ayush

Sommario: “..., etc. The outcome of traditional machine learning algorithms used for decoding tasks based on eye...”
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Pushing the Limits of Beam Search Decoding for Transducer-based ASR models di Grigoryan, Lilit, Bataev, Vladimir, Andrusenko, Andrei, Xu, Hainan, Lavrukhin, Vitaly, Ginsburg, Boris

Sommario: “... to accelerate beam search for Transducers, enabling the implementation of two optimized algorithms: ALSD...”
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Spiffy: Multiplying Diffusion LLM Acceleration via Lossless Speculative Decoding di Agrawal, Sudhanshu, Garrepalli, Risheek, Goel, Raghavv, Lee, Mingu, Lott, Christopher, Porikli, Fatih

Sommario: “... algorithm that accelerates dLLM inference by $\mathbf{2.8{-}3.1\times}$ while provably preserving the model...”
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A Double Maximization Approach for Optimizing the LM Rate of Mismatched Decoding di Chen, Lingyi, Wu, Shitong, Li, Xinwei, Wu, Huihui, Wu, Hao, Zhang, Wenyi

Sommario: “... optimization direction is convex. Consequently, an alternating maximization algorithm is established to solve...”
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Decoding with Limited Teacher Supervision Requires Understanding When to Trust the Teacher di Ok, Hyunjong, Ryu, Jegwang, Lee, Jaeho

Sommario: “... there is no restriction on the number of LLM supervisions one can use, giving birth to many decoding algorithms...”
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TapOut: A Bandit-Based Approach to Dynamic Speculative Decoding di Sridhar, Aditya, Sinnadurai, Nish, Lie, Sean, Thangarasa, Vithursan

Sommario: “...-and-play algorithm for dynamic speculation policy selection using multi-armed bandits. Our approach employs...”
Testo

Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training di Zoumpourlis, Georgios, Patras, Ioannis

Sommario: “.... Our algorithm outperforms all of the methods in both 5-fold cross-validation and leave-one-subject-out...”
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AADNet: An End-to-End Deep Learning Model for Auditory Attention Decoding di Nguyen, Nhan Duc Thanh, Phan, Huy, Geirnaert, Simon, Mikkelsen, Kaare, Kidmose, Preben

Sommario: “...-steered hearing devices. Most AAD algorithms are relying on the increase in neural entrainment...”
Testo

Flight Evolution: Decoding Autonomous UAV Navigation—Fundamentals, Taxonomy, and Challenges di Geeta Sharma, Sanjeev Jain

Sommario: “...Flight Evolution: Decoding Autonomous UAV Navigation—Fundamentals, Taxonomy, and Challenges Geeta...”
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Draft on the Fly: Adaptive Self-Speculative Decoding using Cosine Similarity di Metel, Michael R., Lu, Peng, Chen, Boxing, Rezagholizadeh, Mehdi, Kobyzev, Ivan

Sommario: “... adapted to the input context. We show empirically that our light-weight algorithm is competitive...”
Testo

Dynamic Delayed Tree Expansion For Improved Multi-Path Speculative Decoding di Thomas, Rahul, Kitanovski, Teo, Goldblum, Micah, Pal, Arka

Sommario: “... cheaper draft model to generate a draft tree of tokens, and then applies a verification algorithm...”
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Decoding Human Preferences in Alignment: An Improved Approach to Inverse Constitutional AI di Henneking, Carl-Leander, Beger, Claas

Sommario: “.... Building on this, we refine the Inverse Constitutional AI (ICAI) algorithm, which extracts constitutions...”
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Physics-Aware Decoding for Communication Channels Governed by Partial Differential Equations di Wadayama, Tadashi, Igarashi, Koji, Takahashi, Takumi

Sommario: “... gradient descent-based error correcting algorithms with PDE-based channel modeling using differentiable PDE...”
Testo

Token-Driven GammaTune: Adaptive Calibration for Enhanced Speculative Decoding di Gautam, Aayush, Shrestha, Susav, Reddy, Narasimha

Sommario: “... \textit{GammaTune} and \textit{GammaTune+}, training-free adaptive algorithms that dynamically adjust...”
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TPP-SD: Accelerating Transformer Point Process Sampling with Speculative Decoding di Gong, Shukai, Fu, Yiyang, Ran, Fengyuan, Kong, Quyu, Zhou, Feng

Sommario: “... the structural similarities between thinning algorithms for TPPs and speculative decoding for language models, we...”
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Cactus: Accelerating Auto-Regressive Decoding with Constrained Acceptance Speculative Sampling di Hao, Yongchang, Mou, Lili

Sommario: “... the verifier encodes critical information. In this work, we formalize the speculative sampling algorithm...”
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Accelerating LLM Inference with Lossless Speculative Decoding Algorithms for Heterogeneous Vocabularies di Timor, Nadav, Mamou, Jonathan, Korat, Daniel, Berchansky, Moshe, Jain, Gaurav, Pereg, Oren, Wasserblat, Moshe, Harel, David

Sommario: “..., programming, and long-context tasks, our algorithms demonstrate significant speedups of up to 2.8x over...”
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WIND: Accelerated RNN-T Decoding with Windowed Inference for Non-blank Detection di Xu, Hainan, Bataev, Vladimir, Grigoryan, Lilit, Ginsburg, Boris

Sommario: “... sequential approach while maintaining identical Word Error Rate (WER) performance. Our beam-search algorithm...”
Testo

LightBeam: An Accurate and Memory-Efficient CTC Decoder for Speech Neuroprostheses di Feghhi, Ebrahim, Hu, Junlin, Hadidi, Nima, Kao, Jonathan C.

Sommario: “... and '25, released intracranial recordings from patients with dysarthria along with a baseline algorithm...”
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Decoding Machine Translationese in English-Chinese News: LLMs vs. NMTs di Kong, Delu, Macken, Lieve

Sommario: “.... Then, a chi-square ranking algorithm is applied for feature selection in both classification...”
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