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

Rethinking Light Decoder-based Solvers for Vehicle Routing Problems di Huang, Ziwei, Zhou, Jianan, Cao, Zhiguang, Xu, Yixin

Sommario: “... to their efficiency and ease of integration with reinforcement learning algorithms. However, they often struggle...”
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Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification di Wang, Jikai, Tian, Zhenxu, Li, Juntao, Xia, Qingrong, Duan, Xinyu, Wang, Zhefeng, Huai, Baoxing, Zhang, Min

Sommario: “... costs. In this paper, we present a training-free alignment-augmented speculative decoding algorithm. We...”
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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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Graph Neural Networks for Enhanced Decoding of Quantum LDPC Codes di Gong, Anqi, Cammerer, Sebastian, Renes, Joseph M.

Sommario: “...-check (LDPC) codes. The proposed algorithm is composed of classical belief propagation (BP) decoding...”
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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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Best-First Ordered Statistics Decoding of Quantum LDPC Codes di Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Sommario: “...Belief Propagation (BP) followed by Ordered Statistics Decoding (OSD) has emerged as the gold...”
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Soft-output (SO) GRAND and Iterative Decoding to Outperform LDPCs di Yuan, Peihong, Medard, Muriel, Galligan, Kevin, Duffy, Ken R.

Sommario: “... algorithm can provide soft-output (SO) in the form of an accurate a-posteriori estimate of the likelihood...”
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High Throughput Polar Code Decoders with Information Bottleneck Quantization di Kestel, Claus, Johannsen, Lucas, Wehn, Norbert

Sommario: “... one publication that is not based on the state-of-the-art Fast-SSC decoding algorithm, and only...”
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SWIFT: On-the-Fly Self-Speculative Decoding for LLM Inference Acceleration di Xia, Heming, Li, Yongqi, Zhang, Jun, Du, Cunxiao, Li, Wenjie

Sommario: “..., we introduce SWIFT, an on-the-fly self-speculative decoding algorithm that adaptively selects...”
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Minimum-Weight Parity Factor Decoder for Quantum Error Correction di Wu, Yue, Li, Binghong, Chang, Kathleen, Puri, Shruti, Zhong, Lin

Sommario: “... (MWPF) problem and generalizes the blossom algorithm to hypergraphs via a similar primal-dual linear...”
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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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Nudging: Inference-time Alignment of LLMs via Guided Decoding di Fei, Yu, Razeghi, Yasaman, Singh, Sameer

Sommario: “... computational overhead. In this work, we propose NUDGING, a simple, training-free algorithm that aligns any base...”
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