Résultats de la recherche - Decoding (algorithmssic OR algorithm)

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

Table des matières: “… 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 par Wang, Jikai, Tian, Zhenxu, Li, Juntao, Xia, Qingrong, Duan, Xinyu, Wang, Zhefeng, Huai, Baoxing, Zhang, Min

Table des matières: “… 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 par Chen, Longze, Shan, Renke, Wang, Huiming, Wang, Lu, Liu, Ziqiang, Luo, Run, Wang, Jiawei, Alinejad-Rokny, Hamid, Yang, Min

Table des matières: “… 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 par Gong, Anqi, Cammerer, Sebastian, Renes, Joseph M.

Table des matières: “…-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 par Jin, Shuowei, Liu, Xueshen, Wu, Yongji, Zheng, Haizhong, Zhang, Qingzhao, Prakash, Atul, Lentz, Matthew, Zhuo, Danyang, Qian, Feng, Mao, Z. Morley

Table des matières: “…-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 par Bouzoubaa, Layla, Aghakhani, Elham, Song, Max, Trinh, Minh, Rezapour, Rezvaneh

Table des matières: “…, 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 par Holsman, Maximilian, Huang, Yukun, Dhingra, Bhuwan

Table des matières: “… 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 par Yang, Chenghao, Gui, Lin, Yang, Chenxiao, Veitch, Victor, Zhang, Lizhu, Zhao, Zhuokai

Table des matières: “… 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 par Liu, Fuliang, Li, Xue, Zhao, Ketai, Gao, Yinxi, Zhou, Ziyan, Zhang, Zhonghui, Wang, Zhibin, Dou, Wanchun, Zhong, Sheng, Tian, Chen

Table des matières: “… 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 par Oba, Daisuke, Bollegala, Danushka, Kaneko, Masahiro, Okazaki, Naoaki

Table des matières: “… 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 par Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Table des matières: “…-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 par Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Table des matières: “…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 par Yuan, Peihong, Medard, Muriel, Galligan, Kevin, Duffy, Ken R.

Table des matières: “… 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 par Kestel, Claus, Johannsen, Lucas, Wehn, Norbert

Table des matières: “… 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 par Xia, Heming, Li, Yongqi, Zhang, Jun, Du, Cunxiao, Li, Wenjie

Table des matières: “…, 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 par Wu, Yue, Li, Binghong, Chang, Kathleen, Puri, Shruti, Zhong, Lin

Table des matières: “… (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 par Kim, Dongmin, Seo, Jeonggeun, Kim, Yongtae, Han, Youngsun

Table des matières: “… 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 par Abramovich, Talor, Ashkenazi, Maor, Putterman, Izzy, Chislett, Benjamin, Mitra, Tiyasa, Rouhani, Bita Darvish, Zilberstein, Ran, Geifman, Yonatan

Table des matières: “…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 par Kutz, J. Nathan, Reza, Maryam, Faraji, Farbod, Knoll, Aaron

Table des matières: “…}\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 par Fei, Yu, Razeghi, Yasaman, Singh, Sameer

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