Risultati della ricerca - Decoding algorithm

DOPRA: Decoding Over-accumulation Penalization and Re-allocation in Specific Weighting Layer di Wei, Jinfeng, Zhang, Xiaofeng

Sommario: “...-examines the sequence of generated tokens, allowing the algorithm to reallocate token selection to better...”
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Soft Decision Decoding of Recursive Plotkin Constructions Based on Hidden Code Words di Bossert, Martin

Sommario: “.... This is verified by an ML-bound for the cases where the ML performance is not known. The decoding algorithms use...”
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Adaptively Pruned Spiking Neural Networks for Energy-Efficient Intracortical Neural Decoding di Rivelli, Francesca, Popov, Martin, Kouzinopoulos, Charalampos S., Tang, Guangzhi

Sommario: “...-efficient intracortical neural implants. In this work, we introduce a novel adaptive pruning algorithm...”
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Federated Learning in Offline and Online EMG Decoding: A Privacy and Performance Perspective di Malcolm, Kai, Uribe, César, Yamagami, Momona

Sommario: “... the need for specialized algorithms designed to navigate the unique co-adaptive dynamics of sequential-user...”
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Action-List Reinforcement Learning Syndrome Decoding for Binary Linear Block Codes di Taghipour, Milad, Vasic, Bane

Sommario: “... reinforcement learning algorithms after the existing decoders. These approaches effectively reduces...”
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Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling di Liu, Yuejiang, Hamid, Jubayer Ibn, Xie, Annie, Lee, Yoonho, Du, Maximilian, Finn, Chelsea

Sommario: “.... To address this tradeoff, we propose Bidirectional Decoding (BID), a test-time inference algorithm...”
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Reviving Any-Subset Autoregressive Models with Principled Parallel Sampling and Speculative Decoding di Guo, Gabe, Ermon, Stefano

Sommario: “... distributions, via our Any-Subset Speculative Decoding (ASSD) algorithm. ASSD provably enables generation...”
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Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency di Li, Ruixiao, Chen, Fahao, Li, Peng

Sommario: “... of verification by the LLM. In this paper, we propose a semi-clairvoyant request scheduling algorithm called Least...”
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Unique Decoding of Extended Subcodes of GRS Codes Using Error-Correcting Pairs di Li, Yang, Lu, Zhenliang, Ling, San, Zhu, Shixin, Lam, Kwok Yan

Sommario: “... of their $\ell$-ECPs, and further present an explicit decoding algorithm for extended Han-Zhang codes based...”
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LoPA: Scaling dLLM Inference via Lookahead Parallel Decoding di Xu, Chenkai, Jin, Yijie, Li, Jiajun, Tu, Yi, Long, Guoping, Tu, Dandan, Song, Mingcong, Si, Hongjie, Hou, Tianqi, Yan, Junchi, Deng, Zhijie

Sommario: “... Lookahead PArallel Decoding LoPA, a training-free, plug-and-play algorithm, to identify a superior TFO...”
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A Mixture of Experts Vision Transformer for High-Fidelity Surface Code Decoding di Nguyen, Hoang Viet, Nguyen, Manh Hung, Ta, Hoang, Vu, Van Khu, Chee, Yeow Meng

Sommario: “... categories. Classical algorithmic decoders provide strong and well established baselines, but may incur...”
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Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding di Li, Huayu, He, ZhengXiao, Tian, Siyuan, Wen, Jinghao, Li, Ao

Sommario: “..., we leverage Martingale theory to design a theoretically-grounded algorithm. Our approach replaces...”
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DySCO: Dynamic Attention-Scaling Decoding for Long-Context Language Models di Ye, Xi, Zhang, Wuwei, Yin, Fangcong, Yen, Howard, Chen, Danqi

Sommario: “... context throughout decoding. In this work, we propose DYSCO, a novel decoding algorithm for improving long...”
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The Model Knows, the Decoder Finds: Future Value Guided Particle Power Sampling di Nguyen, Tu, Zimmer, Matthieu, Tutunov, Rasul, Ji, Xiaotong, Ammar, Haitham Bou

Sommario: “... (APPS), a blockwise particle algorithm for approximating the sequence-level power target with a bounded...”
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Pan‐Modification Proteoformics: A Framework for Decoding Proteomic Complexity in Health and Disease di Yang Yang, Wenzhi Guo, Jing‐Hua Yang

Sommario: “...Pan‐Modification Proteoformics: A Framework for Decoding Proteomic Complexity in Health and Disease...”
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Artificial Intelligence-Assisted Visualized Microspheres for Biochemical Analysis: From Encoding to Decoding. di Zhou, Yang, Lu, Peng, Chen, Yiping

Sommario: “... to Decoding. Zhou, Yang Lu, Peng Chen, Yiping Humans Artificial Intelligence Biosensing Techniques...”
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Efficient Low-Memory Fast Stack Decoding with Variance Polarization for PAC Codes di Moradi, Mohsen, Mahdavifar, Hessam

Sommario: “.... In this paper, we propose an enhanced stack decoding algorithm for PAC codes that significantly improves...”
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Language Drift in Multilingual Retrieval-Augmented Generation: Characterization and Decoding-Time Mitigation di Li, Bo, Xu, Zhenghua, Xie, Rui

Sommario: “... this, we propose Soft Constrained Decoding (SCD), a lightweight, training-free decoding strategy...”
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Fast-Decoding Diffusion Language Models via Progress-Aware Confidence Schedules di Mohamed, Amr, Zhang, Yang, Vazirgiannis, Michalis, Shang, Guokan

Sommario: “...-agnostic early-exit algorithm that aggregates full-span logit margins and halts decoding once a smooth...”
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Superposed Decoding: Multiple Generations from a Single Autoregressive Inference Pass di Shen, Ethan, Fan, Alan, Pratt, Sarah M., Park, Jae Sung, Wallingford, Matthew, Kakade, Sham M., Holtzman, Ari, Krishna, Ranjay, Farhadi, Ali, Kusupati, Aditya

Sommario: “... the computation cost of running $k$ inference passes, we propose Superposed Decoding, a new decoding algorithm...”
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