Search Results - (coding OR Decoding) (algorithm OR algorithmsssic)

Two-Stage Decoding Algorithm and Bounds for Group Testing with Prior Statistics by Portnoy, Ayelet C., Solomon, Amit, Cohen, Alejandro

Table of Contents: “…In this paper, we propose an efficient two-stage decoding algorithm for non-adaptive Group Testing…”
Get full text

Decoding Rewards in Competitive Games: Inverse Game Theory with Entropy Regularization by Liao, Junyi, Zhu, Zihan, Fang, Ethan, Yang, Zhuoran, Tarokh, Vahid

Table of Contents: “… upon this theoretical foundation, we propose a novel algorithm to learn reward functions from observed…”
Get full text

List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering by Diakonikolas, Ilias, Kane, Daniel M., Karmalkar, Sushrut, Pensia, Ankit, Pittas, Thanasis

Table of Contents: “… provide the first sample and computationally efficient algorithm for list-decodable sparse mean estimation…”
Get full text

HALC: Object Hallucination Reduction via Adaptive Focal-Contrast Decoding by Chen, Zhaorun, Zhao, Zhuokai, Luo, Hongyin, Yao, Huaxiu, Li, Bo, Zhou, Jiawei

Table of Contents: “… novel decoding algorithm designed to mitigate OH in LVLMs. HALC leverages distinct fine-grained optimal…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text

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…”
Get full text