Résultats de la recherche - (Decoding OR coding) (algorithm OR (algorithmics OR algorithmics))

Joint Detection and Decoding: A Graph Neural Network Approach par Clausius, Jannis, Rübenacke, Marvin, Tandler, Daniel, Brink, Stephan ten

Table des matières: “… of the parity-check matrix (PCM) of the channel code, sharing the variable nodes (VNs). A particularly…”
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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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Dynamic Stochastic Decoding Strategy for Open-Domain Dialogue Generation par Li, Yiwei, Mi, Fei, Li, Yitong, Wang, Yasheng, Sun, Bin, Feng, Shaoxiong, Li, Kan

Table des matières: “… to adjust the decoding process in a unified framework. Besides, our adaptive algorithm can not only be used…”
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Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model par Kim, Sung-Jin, Lee, Dae-Hyeok, Han, Hyeon-Taek

Table des matières: “… in the EEG dataset. In this paper, we addressed this issue by designing a dataset refinement algorithm…”
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Hyperparameter-Free Approach for Faster Minimum Bayes Risk Decoding par Jinnai, Yuu, Ariu, Kaito

Table des matières: “… is the medoid identification problem. AMBR uses the Correlated Sequential Halving (CSH) algorithm (Baharav…”
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Learning Exemplar Representations in Single-Trial EEG Category Decoding par Kilgallen, Jack, Pearlmutter, Barak, Siskind, Jeffery Mark

Table des matières: “… the training and testing sets, almost any classification algorithm is capable of learning the representation…”
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BanditSpec: Adaptive Speculative Decoding via Bandit Algorithms par Hou, Yunlong, Zhang, Fengzhuo, Du, Cunxiao, Zhang, Xuan, Pan, Jiachun, Pang, Tianyu, Du, Chao, Tan, Vincent Y. F., Yang, Zhuoran

Table des matières: “…-based hyperparameter selection algorithms, UCBSpec and EXP3Spec, are designed and analyzed in terms of a…”
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Controlled LLM Decoding via Discrete Auto-regressive Biasing par Pynadath, Patrick, Zhang, Ruqi

Table des matières: “… controlled decoding algorithm that leverages gradients while operating entirely in the discrete text domain…”
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When Drafts Evolve: Speculative Decoding Meets Online Learning par Qian, Yu-Yang, Wu, Hao-Cong, Fu, Yichao, Zhang, Hao, Zhao, Peng

Table des matières: “…'s acceleration rate, and develop novel algorithms via modern online learning techniques, including optimistic…”
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STree: Speculative Tree Decoding for Hybrid State-Space Models par Wu, Yangchao, Qin, Zongyue, Wong, Alex, Soatto, Stefano

Table des matières: “… scalable algorithm to perform tree-based speculative decoding in state-space models (SSMs) and hybrid…”
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SpecMamba: Accelerating Mamba Inference on FPGA with Speculative Decoding par Zhong, Linfeng, Xu, Songqiang, Wen, Huifeng, Xie, Tong, Guo, Qingyu, Wang, Yuan, Li, Meng

Table des matières: “… features system, algorithm, and hardware co-design. At the system level, we present a memory-aware hybrid…”
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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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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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Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs par Sen, Jaydip, Sengupta, Saptarshi, Dasgupta, Subhasis

Table des matières: “…), focusing on enhancing the Locally Typical Sampling (LTS) algorithm. Traditional decoding methods…”
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Recurrent Drafter for Fast Speculative Decoding in Large Language Models par Cheng, Yunfei, Zhang, Aonan, Zhang, Xuanyu, Wang, Chong, Wang, Yi

Table des matières: “… on LLM's hidden states, (2) applying a dynamic tree attention algorithm over beam search results…”
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Attention-Constrained Inference for Robust Decoder-Only Text-to-Speech par Wang, Hankun, Du, Chenpeng, Guo, Yiwei, Wang, Shuai, Chen, Xie, Yu, Kai

Table des matières: “… algorithm and then applies constraining masks on AEAMs. Our experimental results on decoder-only TTS model…”
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Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models par Ye, Haotian, Jain, Himanshu, You, Chong, Suresh, Ananda Theertha, Lin, Haowei, Zou, James, Yu, Felix

Table des matières: “…. This paper introduces Dynamic Importance Sampling for Constrained Decoding (DISC) with GPU-based Parallel…”
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Biomimetic Metamaterial-based Interface for Decoding Heterogeneous Mechanodermal Activity par Xu, Muzi, Zhang, Jiaqi, Dong, Chaoqun, Zhang, Zibo, Li, Duanyang, Yi, Wentian, Zou, Miaomiao, Tang, Chenyu, Malliaras, George G., Occhipinti, Luigi G.

Table des matières: “… various scenarios. Combined with bespoke algorithms, the wireless BMMI device decodes MDA accurately…”
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From Memory Traces to Surface Chemistry: Decoding REDOX Reactions par Silva, Ana Luiza Costa, Silva, Rafael Schio Wengenroth, Moisés, Lucas Augusto, Chiquito, Adenilson José, de Godoy, Marcio Peron Franco, Hartmann, Fabian, Lopez-Richard, Victor

Table des matières: “…. When combined with advanced algorithms for pattern recognition, allow the analysis of complex switching…”
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