Risultati della ricerca - (Decoding OR coding) algorithm

Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding di Guo, Gabe, Ermon, Stefano

Sommario: “... distributions, via our Any-Subset Speculative Decoding (ASSD) algorithm. ASSD provably enables generation...”
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LoPA: Scaling dLLM Inference via Lookahead Parallel Decoding di Xu, Chenkai, Jin, Yijie, Li, Jiajun, Tu, Yi, Long, Guoping, Tu, Dandan, Song, Mingcong, Si, Hongjie, Hou, Tianqi, Yan, Junchi, Deng, Zhijie

Sommario: “... Lookahead PArallel Decoding LoPA, a training-free, plug-and-play algorithm, to identify a superior TFO...”
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DySCO: Dynamic Attention-Scaling Decoding for Long-Context Language Models di Ye, Xi, Zhang, Wuwei, Yin, Fangcong, Yen, Howard, Chen, Danqi

Sommario: “... context throughout decoding. In this work, we propose DYSCO, a novel decoding algorithm for improving long...”
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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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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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Decoding Quantum Search Advantage: The Critical Role of State Properties in Random Walks di Zhou, Si-Qi, Liang, Jin-Min, Ding, Ziheng, Chen, Zhihua, Fei, Shao-Ming, Ma, Zhihao

Sommario: “...Quantum algorithms have demonstrated provable speedups over classical counterparts, yet...”
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From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models di Welleck, Sean, Bertsch, Amanda, Finlayson, Matthew, Schoelkopf, Hailey, Xie, Alex, Neubig, Graham, Kulikov, Ilia, Harchaoui, Zaid

Sommario: “... explore three areas under a unified mathematical formalism: token-level generation algorithms, meta...”
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A Decoding Algorithm for Length-Control Summarization Based on Directed Acyclic Transformers di Huang, Chenyang, Zhou, Hao, Jen, Cameron, Zheng, Kangjie, Zaïane, Osmar R., Mou, Lili

Sommario: “... decoding algorithm based on the Directed Acyclic Transformer (DAT). Our approach allows for multiple...”
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Diverse Transformer Decoding for Offline Reinforcement Learning Using Financial Algorithmic Approaches di Elbaz, Dan, Salzman, Oren

Sommario: “...Offline Reinforcement Learning (RL) algorithms learn a policy using a fixed training dataset, which...”
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Movable Antenna Aided NOMA: Joint Antenna Positioning, Precoding, and Decoding Design di Xiao, Zhenyu, Li, Zhe, Zhu, Lipeng, Ning, Boyu, da Costa, Daniel Benevides, Xia, Xiang-Gen, Zhang, Rui

Sommario: “... two-loop iterative optimization algorithm that combines the hippopotamus optimization (HO) method...”
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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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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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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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