Resultados de búsqueda - Decoding (algorithm OR (algorithmics OR algorithmsssics))

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

Tabla de Contenidos: “… 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 por Wang, Jikai, Tian, Zhenxu, Li, Juntao, Xia, Qingrong, Duan, Xinyu, Wang, Zhefeng, Huai, Baoxing, Zhang, Min

Tabla de Contenidos: “… 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 por Chen, Longze, Shan, Renke, Wang, Huiming, Wang, Lu, Liu, Ziqiang, Luo, Run, Wang, Jiawei, Alinejad-Rokny, Hamid, Yang, Min

Tabla de Contenidos: “… 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 por Gong, Anqi, Cammerer, Sebastian, Renes, Joseph M.

Tabla de Contenidos: “…-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 por Jin, Shuowei, Liu, Xueshen, Wu, Yongji, Zheng, Haizhong, Zhang, Qingzhao, Prakash, Atul, Lentz, Matthew, Zhuo, Danyang, Qian, Feng, Mao, Z. Morley

Tabla de Contenidos: “…-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 por Bouzoubaa, Layla, Aghakhani, Elham, Song, Max, Trinh, Minh, Rezapour, Rezvaneh

Tabla de Contenidos: “…, 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 por Holsman, Maximilian, Huang, Yukun, Dhingra, Bhuwan

Tabla de Contenidos: “… 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 por Yang, Chenghao, Gui, Lin, Yang, Chenxiao, Veitch, Victor, Zhang, Lizhu, Zhao, Zhuokai

Tabla de Contenidos: “… 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 por Liu, Fuliang, Li, Xue, Zhao, Ketai, Gao, Yinxi, Zhou, Ziyan, Zhang, Zhonghui, Wang, Zhibin, Dou, Wanchun, Zhong, Sheng, Tian, Chen

Tabla de Contenidos: “… 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 por Oba, Daisuke, Bollegala, Danushka, Kaneko, Masahiro, Okazaki, Naoaki

Tabla de Contenidos: “… 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 por Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Tabla de Contenidos: “…-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 por Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Tabla de Contenidos: “…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 por Yuan, Peihong, Medard, Muriel, Galligan, Kevin, Duffy, Ken R.

Tabla de Contenidos: “… 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 por Kestel, Claus, Johannsen, Lucas, Wehn, Norbert

Tabla de Contenidos: “… 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 por Xia, Heming, Li, Yongqi, Zhang, Jun, Du, Cunxiao, Li, Wenjie

Tabla de Contenidos: “…, 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 por Wu, Yue, Li, Binghong, Chang, Kathleen, Puri, Shruti, Zhong, Lin

Tabla de Contenidos: “… (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 por Kim, Dongmin, Seo, Jeonggeun, Kim, Yongtae, Han, Youngsun

Tabla de Contenidos: “… 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 por Abramovich, Talor, Ashkenazi, Maor, Putterman, Izzy, Chislett, Benjamin, Mitra, Tiyasa, Rouhani, Bita Darvish, Zilberstein, Ran, Geifman, Yonatan

Tabla de Contenidos: “…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 por Kutz, J. Nathan, Reza, Maryam, Faraji, Farbod, Knoll, Aaron

Tabla de Contenidos: “…}\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 por Fei, Yu, Razeghi, Yasaman, Singh, Sameer

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