Risultati della ricerca - decoding ((algorithmics OR Algorithmsssic) OR algorithm)

PostMark: A Robust Blackbox Watermark for Large Language Models di Chang, Yapei, Krishna, Kalpesh, Houmansadr, Amir, Wieting, John, Iyyer, Mohit

Sommario: “... -- or watermark -- during the model's decoding process. Most existing watermarking methods require access...”
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Tuning a SAM-Based Model with Multi-Cognitive Visual Adapter to Remote Sensing Instance Segmentation di Zheng, Linghao, Pu, Xinyang, Xu, Feng

Sommario: “...-tuning the SAM-Mona encoder along with a feature aggregator. Subsequently, a pixel decoder...”
Testo

Breaking Through the Spike: Spike Window Decoding for Accelerated and Precise Automatic Speech Recognition di Zhang, Wei, Zhang, Tian-Hao, Luo, Chao, Zhou, Hui, Yang, Chao, Qian, Xinyuan, Yin, Xu-Cheng

Sommario: “... Window Decoding algorithm, which greatly improves the inference speed by making the number of frames...”
Testo

AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding di Li, Zikun, Chen, Zhuofu, Delacourt, Remi, Oliaro, Gabriele, Wang, Zeyu, Chen, Qinghan, Lin, Shuhuai, Yang, April, Zhang, Zhihao, Chen, Zhuoming, Lai, Sean, Cheng, Xinhao, Miao, Xupeng, Jia, Zhihao

Sommario: “... system designed to support efficient multi-SLO serving through SLO-customized speculative decoding...”
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Tactic: Adaptive Sparse Attention with Clustering and Distribution Fitting for Long-Context LLMs di Zhu, Kan, Tang, Tian, Xu, Qinyu, Gu, Yile, Zeng, Zhichen, Kadekodi, Rohan, Zhao, Liangyu, Li, Ang, Krishnamurthy, Arvind, Kasikci, Baris

Sommario: “... caches during decoding. Prior methods enforce fixed token budgets for sparse attention, assuming a set...”
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AdaSpec: Adaptive Speculative Decoding for Fast, SLO-Aware Large Language Model Serving di Huang, Kaiyu, Wu, Hao, Shi, Zhubo, Zou, Han, Yu, Minchen, Shi, Qingjiang

Sommario: “... latency and meeting Service Level Objectives (SLOs) under dynamic request patterns. Speculative decoding...”
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Offline Reinforcement Learning with Discrete Diffusion Skills di Qiao, RuiXi, Cheng, Jie, Dai, Xingyuan, Tian, Yonglin, Lv, Yisheng

Sommario: “... decoder. Coupled with a high-level policy trained via offline RL techniques, our method establishes a...”
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Machine-Learning-Powered Neural Interfaces for Smart Prosthetics and Diagnostics di Shaeri, MohammadAli, Liu, Jinhan, Shoaran, Mahsa

Sommario: “... in AI-driven decoding algorithms and energy-efficient System-on-Chip (SoC) platforms for next-generation...”
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Guided Speculative Inference for Efficient Test-Time Alignment of LLMs di Geuter, Jonathan, Mroueh, Youssef, Alvarez-Melis, David

Sommario: “...We propose Guided Speculative Inference (GSI), a novel algorithm for efficient reward-guided...”
Testo

The 2025 PNPL Competition: Speech Detection and Phoneme Classification in the LibriBrain Dataset di Landau, Gilad, Özdogan, Miran, Elvers, Gereon, Mantegna, Francesco, Somaiya, Pratik, Jayalath, Dulhan, Kurth, Luisa, Kwon, Teyun, Shillingford, Brendan, Farquhar, Greg, Jiang, Minqi, Jerbi, Karim, Abdelhedi, Hamza, Ramos, Yorguin Mantilla, Gulcehre, Caglar, Woolrich, Mark, Voets, Natalie, Jones, Oiwi Parker

Sommario: “...The advance of speech decoding from non-invasive brain data holds the potential for profound...”
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D-CNN and VQ-VAE Autoencoders for Compression and Denoising of Industrial X-ray Computed Tomography Images di Hejazi, Bardia, Chand, Keerthana, Fritsch, Tobias, Bruno, Giovanni

Sommario: “... autoencoders and examines how these compression algorithms affect the quality of the recovered data. Two...”
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DSDE: Dynamic Speculative Decoding with KLD Stability for Real-World Serving di Yang, Mingyu, Choi, Jae-Young, Moon, Kihyo, Jang, Minsung, Jeon, Eunjoo

Sommario: “...Speculative decoding accelerates large language model inference, but its reliance on a fixed...”
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LLM DNA: Tracing Model Evolution via Functional Representations di Wu, Zhaomin, Zhao, Haodong, Wang, Ziyang, Guo, Jizhou, Wang, Qian, He, Bingsheng

Sommario: “... the evolutionary tree of LLMs using phylogenetic algorithms, which align with shifts from encoder-decoder...”
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Layer codes as partially self-correcting quantum memories di Gu, Shouzhen, Caha, Libor, Choe, Shin Ho, He, Zhiyang, Kubica, Aleksander, Tang, Eugene

Sommario: “... memories. First, we introduce two decoding algorithms for layer codes with provable guarantees for local...”
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A Gate-Based Quantum Genetic Algorithm for Real-Valued Global Optimization di Souza, Leandro C., Dardenne, Laurent E., Portugal, Renato

Sommario: “.... In this model, individuals are represented by quantum circuits whose measurement outcomes are decoded into real...”
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EXACT: Explicit Attribute-Guided Decoding-Time Personalization di Yu, Xin, Xing, Hanwen, Xue, Lingzhou

Sommario: “... context. While decoding-time personalization offers a scalable alternative to training-time methods...”
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CHESS: Context-aware Hierarchical Efficient Semantic Selection for Long-Context LLM Inference di Fei, Chao, Li, Guozhong, Liu, Chenxi, Kalnis, Panos

Sommario: “...Long-context LLMs demand accurate inference at low latency, yet decoding becomes primarily...”
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A Universal Systematic Method to Generate Error Patterns on Memoryless Channels di Jalaleddine, Marwan, Li, Jiajie, Abbas, Syed Mohsin, Gross, Warren J.

Sommario: “...The high computational cost of approaching the performance of Maximum-likelihood (ML) decoding has...”
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Alphazero-like Tree-Search can Guide Large Language Model Decoding and Training di Feng, Xidong, Wan, Ziyu, Wen, Muning, McAleer, Stephen Marcus, Wen, Ying, Zhang, Weinan, Wang, Jun

Sommario: “... the reasoning capabilities of LLMs by using tree-search algorithms to guide multi-step reasoning. These methods...”
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Deep Variational Multivariate Information Bottleneck -- A Framework for Variational Losses di Abdelaleem, Eslam, Nemenman, Ilya, Martini, K. Michael

Sommario: “... that in a decoder graph (defining a generative model for data). Using this approach, we rederive existing...”
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