Search Results - decoding (algorithm OR (algorithmics OR Algorithmssics))

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

Table of Contents: “… -- 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 by Zheng, Linghao, Pu, Xinyang, Xu, Feng

Table of Contents: “…-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 by Zhang, Wei, Zhang, Tian-Hao, Luo, Chao, Zhou, Hui, Yang, Chao, Qian, Xinyuan, Yin, Xu-Cheng

Table of Contents: “… 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 by 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

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

Table of Contents: “… 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 by Huang, Kaiyu, Wu, Hao, Shi, Zhubo, Zou, Han, Yu, Minchen, Shi, Qingjiang

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

Table of Contents: “… 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 by Shaeri, MohammadAli, Liu, Jinhan, Shoaran, Mahsa

Table of Contents: “… 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 by Geuter, Jonathan, Mroueh, Youssef, Alvarez-Melis, David

Table of Contents: “…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 by 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

Table of Contents: “…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 by Hejazi, Bardia, Chand, Keerthana, Fritsch, Tobias, Bruno, Giovanni

Table of Contents: “… 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 by Yang, Mingyu, Choi, Jae-Young, Moon, Kihyo, Jang, Minsung, Jeon, Eunjoo

Table of Contents: “…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 by Wu, Zhaomin, Zhao, Haodong, Wang, Ziyang, Guo, Jizhou, Wang, Qian, He, Bingsheng

Table of Contents: “… 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 by Gu, Shouzhen, Caha, Libor, Choe, Shin Ho, He, Zhiyang, Kubica, Aleksander, Tang, Eugene

Table of Contents: “… 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 by Souza, Leandro C., Dardenne, Laurent E., Portugal, Renato

Table of Contents: “…. 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 by Yu, Xin, Xing, Hanwen, Xue, Lingzhou

Table of Contents: “… 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 by Fei, Chao, Li, Guozhong, Liu, Chenxi, Kalnis, Panos

Table of Contents: “…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 by Jalaleddine, Marwan, Li, Jiajie, Abbas, Syed Mohsin, Gross, Warren J.

Table of Contents: “…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 by Feng, Xidong, Wan, Ziyu, Wen, Muning, McAleer, Stephen Marcus, Wen, Ying, Zhang, Weinan, Wang, Jun

Table of Contents: “… 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 by Abdelaleem, Eslam, Nemenman, Ilya, Martini, K. Michael

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