Suchergebnisse - decoding (algorithmics OR (Algorithmsssssic OR (Algorithmsssssic OR algorithm)))

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

Inhaltsangabe: “… -- 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 von Zheng, Linghao, Pu, Xinyang, Xu, Feng

Inhaltsangabe: “… -tuning the SAM-Mona encoder along with a feature aggregator. Subsequently, a pixel decoder …”
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Breaking Through the Spike: Spike Window Decoding for Accelerated and Precise Automatic Speech Recognition von Zhang, Wei, Zhang, Tian-Hao, Luo, Chao, Zhou, Hui, Yang, Chao, Qian, Xinyuan, Yin, Xu-Cheng

Inhaltsangabe: “… Window Decoding algorithm, which greatly improves the inference speed by making the number of frames …”
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AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding von 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

Inhaltsangabe: “… 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 von Zhu, Kan, Tang, Tian, Xu, Qinyu, Gu, Yile, Zeng, Zhichen, Kadekodi, Rohan, Zhao, Liangyu, Li, Ang, Krishnamurthy, Arvind, Kasikci, Baris

Inhaltsangabe: “… 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 von Huang, Kaiyu, Wu, Hao, Shi, Zhubo, Zou, Han, Yu, Minchen, Shi, Qingjiang

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

Inhaltsangabe: “… 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 von Shaeri, MohammadAli, Liu, Jinhan, Shoaran, Mahsa

Inhaltsangabe: “… 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 von Geuter, Jonathan, Mroueh, Youssef, Alvarez-Melis, David

Inhaltsangabe: “… We propose Guided Speculative Inference (GSI), a novel algorithm for efficient reward-guided …”
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The 2025 PNPL Competition: Speech Detection and Phoneme Classification in the LibriBrain Dataset von 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

Inhaltsangabe: “… 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 von Hejazi, Bardia, Chand, Keerthana, Fritsch, Tobias, Bruno, Giovanni

Inhaltsangabe: “… 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 von Yang, Mingyu, Choi, Jae-Young, Moon, Kihyo, Jang, Minsung, Jeon, Eunjoo

Inhaltsangabe: “… 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 von Wu, Zhaomin, Zhao, Haodong, Wang, Ziyang, Guo, Jizhou, Wang, Qian, He, Bingsheng

Inhaltsangabe: “… 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 von Gu, Shouzhen, Caha, Libor, Choe, Shin Ho, He, Zhiyang, Kubica, Aleksander, Tang, Eugene

Inhaltsangabe: “… 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 von Souza, Leandro C., Dardenne, Laurent E., Portugal, Renato

Inhaltsangabe: “… . 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 von Yu, Xin, Xing, Hanwen, Xue, Lingzhou

Inhaltsangabe: “… 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 von Fei, Chao, Li, Guozhong, Liu, Chenxi, Kalnis, Panos

Inhaltsangabe: “… 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 von Jalaleddine, Marwan, Li, Jiajie, Abbas, Syed Mohsin, Gross, Warren J.

Inhaltsangabe: “… 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 von Feng, Xidong, Wan, Ziyu, Wen, Muning, McAleer, Stephen Marcus, Wen, Ying, Zhang, Weinan, Wang, Jun

Inhaltsangabe: “… 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 von Abdelaleem, Eslam, Nemenman, Ilya, Martini, K. Michael

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