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

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding di Wang, Ziyao, Azmat, Muneeza, Li, Ang, Horesh, Raya, Yurochkin, Mikhail

Sommario: “... introduce a novel Collaborative Speculative Decoding (CoSD) algorithm that enables efficient LLM knowledge...”
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SACM: SEEG-Audio Contrastive Matching for Chinese Speech Decoding di Wang, Hongbin, Jia, Zhihong, Shen, Yuanzhong, Wang, Ziwei, Li, Siyang, Shu, Kai, Hu, Feng, Wu, Dongrui

Sommario: “... decoding algorithms. Stereo-electroencephalography (SEEG) and synchronized audio data were collected from...”
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Improving Temporal Action Segmentation via Constraint-Aware Decoding di Ee, Yeo Keat, Roy, Debaditya, Li, Chen, Zhang, Hao, Fernando, Basura

Sommario: “... modified Viterbi decoding algorithm, allowing inference-time refinement without retraining or added model...”
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Multilingual Contrastive Decoding via Language-Agnostic Layers Skipping di Zhu, Wenhao, Liu, Sizhe, Huang, Shujian, She, Shuaijie, Wendler, Chris, Chen, Jiajun

Sommario: “...Decoding by contrasting layers (DoLa), is designed to improve the generation quality of large...”
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Dependency-Guided Parallel Decoding in Discrete Diffusion Language Models di Ringel, Liran, Ali, Ameen, Romano, Yaniv

Sommario: “... selection algorithm identifies positions with bounded cumulative dependency for simultaneous unmasking...”
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Wide-In, Narrow-Out: Revokable Decoding for Efficient and Effective DLLMs di Hong, Feng, Yu, Geng, Ye, Yushi, Huang, Haicheng, Zheng, Huangjie, Zhang, Ya, Wang, Yanfeng, Yao, Jiangchao

Sommario: “...-In, Narrow-Out (WINO), a training-free decoding algorithm that enables revokable decoding in DLLMs. WINO...”
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Convolutional neural network based decoders for surface codes di Bordoni, Simone, Giagu, Stefano

Sommario: “...The decoding of error syndromes of surface codes with classical algorithms may slow down quantum...”
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CLaSp: In-Context Layer Skip for Self-Speculative Decoding di Chen, Longze, Shan, Renke, Wang, Huiming, Wang, Lu, Liu, Ziqiang, Luo, Run, Wang, Jiawei, Alinejad-Rokny, Hamid, Yang, Min

Sommario: “... model. Specifically, we develop a dynamic programming algorithm that optimizes the layer-skipping...”
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Plato: Plan to Efficiently Decode for Large Language Model Inference di Jin, Shuowei, Liu, Xueshen, Wu, Yongji, Zheng, Haizhong, Zhang, Qingzhao, Prakash, Atul, Lentz, Matthew, Zhuo, Danyang, Qian, Feng, Mao, Z. Morley

Sommario: “...-problems as independent. We propose Plato, a novel approach that co-designs algorithms and systems...”
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Decoding the Narratives: Analyzing Personal Drug Experiences Shared on Reddit di Bouzoubaa, Layla, Aghakhani, Elham, Song, Max, Trinh, Minh, Rezapour, Rezvaneh

Sommario: “..., Quality, Safety). Using various multi-label classification algorithms on a set of annotated data, we show...”
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Fuzzy Speculative Decoding for a Tunable Accuracy-Runtime Tradeoff di Holsman, Maximilian, Huang, Yukun, Dhingra, Bhuwan

Sommario: “... Speculative Decoding (FSD) - a decoding algorithm that generalizes SD by accepting candidate tokens based...”
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Let it Calm: Exploratory Annealed Decoding for Verifiable Reinforcement Learning di Yang, Chenghao, Gui, Lin, Yang, Chenxiao, Veitch, Victor, Zhang, Lizhu, Zhao, Zhuokai

Sommario: “... Annealed Decoding (EAD), grounded in the insight that exploration is most impactful on early tokens which...”
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DART: Diffusion-Inspired Speculative Decoding for Fast LLM Inference di Liu, Fuliang, Li, Xue, Zhao, Ketai, Gao, Yinxi, Zhou, Ziyan, Zhang, Zhonghui, Wang, Zhibin, Dou, Wanchun, Zhong, Sheng, Tian, Chen

Sommario: “... algorithm that constructs high-quality draft token trees with N-gram-enforced semantic continuity. DART...”
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Stopping Computation for Converged Tokens in Masked Diffusion-LM Decoding di Oba, Daisuke, Bollegala, Danushka, Kaneko, Masahiro, Okazaki, Naoaki

Sommario: “... algorithmic FLOPs by 30--50% relative to the same sampler without locking, while maintaining comparable...”
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Mix-Quant: Quantized Prefilling, Precise Decoding for Agentic LLMs di Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Sommario: “...-Quant combines phase-aware algorithmic quantization with hardware-efficient NVFP4 execution to alleviate...”
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Unique Decoding of Reed-Solomon and Related Codes for Semi-Adversarial Errors di Brakensiek, Joshua, Chen, Yeyuan, Dhar, Manik, Zhang, Zihan

Sommario: “...), folded Reed--Solomon (FRS) and univariate multiplicity codes, we design decoding algorithms running...”
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Constraint-Optimal Driven Allocation for Scalable QEC Decoder Scheduling di Kim, Dongmin, Seo, Jeonggeun, Kim, Yongtae, Han, Youngsun

Sommario: “... this limitation, Virtualized Quantum Decoder (VQD) architectures have been proposed to share a limited pool...”
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SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding di Abramovich, Talor, Ashkenazi, Maor, Putterman, Izzy, Chislett, Benjamin, Mitra, Tiyasa, Rouhani, Bita Darvish, Zilberstein, Ran, Geifman, Yonatan

Sommario: “...Speculative Decoding (SD) has emerged as a critical technique for accelerating Large Language Model...”
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Shallow Recurrent Decoder for Reduced Order Modeling of Plasma Dynamics di Kutz, J. Nathan, Reza, Maryam, Faraji, Farbod, Knoll, Aaron

Sommario: “...}\times {\bf B}$ technologies, stand to significantly benefit from reduced order modeling algorithms. We...”
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Mirror Speculative Decoding: Breaking the Serial Barrier in LLM Inference di Bhendawade, Nikhil, Nishu, Kumari, Kundu, Arnav, Bartels, Chris, Cho, Minsik, Belousova, Irina

Sommario: “... scaling. We present Mirror Speculative Decoding (Mirror-SD), an inference algorithm that breaks...”
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