Search Results - (Decoding OR coding) (algorithmics OR (algorithm OR algorithmicsics))

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

Table of Contents: “…, 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 by Grigoryan, Lilit, Bataev, Vladimir, Andrusenko, Andrei, Xu, Hainan, Lavrukhin, Vitaly, Ginsburg, Boris

Table of Contents: “… 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 by Agrawal, Sudhanshu, Garrepalli, Risheek, Goel, Raghavv, Lee, Mingu, Lott, Christopher, Porikli, Fatih

Table of Contents: “… 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 by Chen, Lingyi, Wu, Shitong, Li, Xinwei, Wu, Huihui, Wu, Hao, Zhang, Wenyi

Table of Contents: “… 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 by Ok, Hyunjong, Ryu, Jegwang, Lee, Jaeho

Table of Contents: “… 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 by Sridhar, Aditya, Sinnadurai, Nish, Lie, Sean, Thangarasa, Vithursan

Table of Contents: “…-and-play algorithm for dynamic speculation policy selection using multi-armed bandits. Our approach employs…”
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Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training by Zoumpourlis, Georgios, Patras, Ioannis

Table of Contents: “…. 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 by Nguyen, Nhan Duc Thanh, Phan, Huy, Geirnaert, Simon, Mikkelsen, Kaare, Kidmose, Preben

Table of Contents: “…-steered hearing devices. Most AAD algorithms are relying on the increase in neural entrainment…”
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Flight Evolution: Decoding Autonomous UAV Navigation—Fundamentals, Taxonomy, and Challenges by Geeta Sharma, Sanjeev Jain

Table of Contents: “…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 by Metel, Michael R., Lu, Peng, Chen, Boxing, Rezagholizadeh, Mehdi, Kobyzev, Ivan

Table of Contents: “… adapted to the input context. We show empirically that our light-weight algorithm is competitive…”
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Dynamic Delayed Tree Expansion For Improved Multi-Path Speculative Decoding by Thomas, Rahul, Kitanovski, Teo, Goldblum, Micah, Pal, Arka

Table of Contents: “… 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 by Henneking, Carl-Leander, Beger, Claas

Table of Contents: “…. 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 by Wadayama, Tadashi, Igarashi, Koji, Takahashi, Takumi

Table of Contents: “… gradient descent-based error correcting algorithms with PDE-based channel modeling using differentiable PDE…”
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Token-Driven GammaTune: Adaptive Calibration for Enhanced Speculative Decoding by Gautam, Aayush, Shrestha, Susav, Reddy, Narasimha

Table of Contents: “… \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 by Gong, Shukai, Fu, Yiyang, Ran, Fengyuan, Kong, Quyu, Zhou, Feng

Table of Contents: “… 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 by Hao, Yongchang, Mou, Lili

Table of Contents: “… 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 by Timor, Nadav, Mamou, Jonathan, Korat, Daniel, Berchansky, Moshe, Jain, Gaurav, Pereg, Oren, Wasserblat, Moshe, Harel, David

Table of Contents: “…, 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 by Xu, Hainan, Bataev, Vladimir, Grigoryan, Lilit, Ginsburg, Boris

Table of Contents: “… sequential approach while maintaining identical Word Error Rate (WER) performance. Our beam-search algorithm…”
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LightBeam: An Accurate and Memory-Efficient CTC Decoder for Speech Neuroprostheses by Feghhi, Ebrahim, Hu, Junlin, Hadidi, Nima, Kao, Jonathan C.

Table of Contents: “… 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 by Kong, Delu, Macken, Lieve

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