Suchergebnisse - Decoding (algorithmics OR algorithm)

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

Inhaltsangabe: “… 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 von Wang, Jikai, Tian, Zhenxu, Li, Juntao, Xia, Qingrong, Duan, Xinyu, Wang, Zhefeng, Huai, Baoxing, Zhang, Min

Inhaltsangabe: “… 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 von Chen, Longze, Shan, Renke, Wang, Huiming, Wang, Lu, Liu, Ziqiang, Luo, Run, Wang, Jiawei, Alinejad-Rokny, Hamid, Yang, Min

Inhaltsangabe: “… 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 von Gong, Anqi, Cammerer, Sebastian, Renes, Joseph M.

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

Inhaltsangabe: “… -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 von Bouzoubaa, Layla, Aghakhani, Elham, Song, Max, Trinh, Minh, Rezapour, Rezvaneh

Inhaltsangabe: “… , 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 von Holsman, Maximilian, Huang, Yukun, Dhingra, Bhuwan

Inhaltsangabe: “… 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 von Yang, Chenghao, Gui, Lin, Yang, Chenxiao, Veitch, Victor, Zhang, Lizhu, Zhao, Zhuokai

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

Inhaltsangabe: “… 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 von Oba, Daisuke, Bollegala, Danushka, Kaneko, Masahiro, Okazaki, Naoaki

Inhaltsangabe: “… 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 von Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Inhaltsangabe: “… -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 von Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Inhaltsangabe: “… 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 von Yuan, Peihong, Medard, Muriel, Galligan, Kevin, Duffy, Ken R.

Inhaltsangabe: “… 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 von Kestel, Claus, Johannsen, Lucas, Wehn, Norbert

Inhaltsangabe: “… 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 von Xia, Heming, Li, Yongqi, Zhang, Jun, Du, Cunxiao, Li, Wenjie

Inhaltsangabe: “… , 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 von Wu, Yue, Li, Binghong, Chang, Kathleen, Puri, Shruti, Zhong, Lin

Inhaltsangabe: “… (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 von Kim, Dongmin, Seo, Jeonggeun, Kim, Yongtae, Han, Youngsun

Inhaltsangabe: “… 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 von Abramovich, Talor, Ashkenazi, Maor, Putterman, Izzy, Chislett, Benjamin, Mitra, Tiyasa, Rouhani, Bita Darvish, Zilberstein, Ran, Geifman, Yonatan

Inhaltsangabe: “… 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 von Kutz, J. Nathan, Reza, Maryam, Faraji, Farbod, Knoll, Aaron

Inhaltsangabe: “… }\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 von Fei, Yu, Razeghi, Yasaman, Singh, Sameer

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