Risultati della ricerca - decoding (algorithm OR Algorithmssics)

GapDNER: A Gap-Aware Grid Tagging Model for Discontinuous Named Entity Recognition di Yang, Yawen, Ma, Fukun, Meng, Shiao, Liu, Aiwei, Wen, Lijie

Sommario: “... or internal tokens, which face challenges of error propagation and decoding ambiguity due to the wide variety...”
Testo

Semantic representations emerge in biologically inspired ensembles of cross-supervising neural networks di Urbach, Roy, Schneidman, Elad

Sommario: “... or decoding, but typically rely on biologically-implausible implementations. We suggest that interactions...”
Testo

Leak@$k$: Unlearning Does Not Make LLMs Forget Under Probabilistic Decoding di Reisizadeh, Hadi, Ruan, Jiajun, Chen, Yiwei, Pal, Soumyadeep, Liu, Sijia, Hong, Mingyi

Sommario: “... deterministic (greedy) decoding often suggest successful knowledge removal using standard benchmarks, we show...”
Testo

Support Recovery in One-bit Compressed Sensing with Near-Optimal Measurements and Sublinear Time di Li, Xiaxin, Mazumdar, Arya

Sommario: “... methods minimize the number of measurements but often incur $Ω(n)$ decoding complexity, limiting large...”
Testo

AI/ML based Joint Source and Channel Coding for HARQ-ACK Payload di Doshi, Akash, Sen, Pinar, Ivanov, Kirill, Yang, Wei, Namgoong, June, Wang, Runxin, Wang, Rachel, Yoo, Taesang, Jiang, Jing, Ji, Tingfang

Sommario: “..., we learn a transformer-based encoder using a novel "free-lunch" training algorithm and propose per...”
Testo

Toward Robust, Reproducible, and Widely Accessible Intracranial Language Brain-Computer Interfaces: A Comprehensive Review of Neural Mechanisms, Hardware, Algorithms, Evaluation, C... di He, Dongyi, Siok, Wai Ting, Wang, Nizhuan

Sommario: “... by fragmented evidence and unresolved design trade-offs across neuroscience, hardware, algorithm, evaluation...”
Testo

Polar Complexity: A New Descriptive Complexity with Applications to Source and Joint Source-Channel Coding di Yao, Xinyuanmeng, Ma, Xiao

Sommario: “... compression and successive cancellation decoding (SCD), and define the polar complexity of a sequence...”
Testo

KVDrive: A Holistic Multi-Tier KV Cache Management System for Long-Context LLM Inference di Lin, Jian, Mi, Jiazhi, Hong, Zicong, Wang, Haodong, Liu, Qianli, Zhang, Haodyue, Li, Peng, Guo, Song

Sommario: “... critical entries during decoding, but this strategy quickly hits a ceiling: sparsity cannot be pushed...”
Testo

Shared autonomy between human electroencephalography and TD3 deep reinforcement learning: A multi‐agent copilot approach di Chun‐Ren Phang, Akimasa Hirata

Sommario: “... Deep reinforcement learning (RL) algorithms enable the development of fully autonomous agents that can...”
Testo

Unitary Complexity and the Uhlmann Transformation Problem di Bostanci, John, Efron, Yuval, Metger, Tony, Poremba, Alexander, Qian, Luowen, Yuen, Henry

Sommario: “... this as the Uhlmann Transformation Problem, an algorithmic version of Uhlmann's theorem. Then, we prove structural...”
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Enhancing Perception Quality in Remote Sensing Image Compression via Invertible Neural Network di Li, Junhui, Hou, Xingsong

Sommario: “... an existing image compression algorithm and encode it as a set of Gaussian-distributed latent variables via...”
Testo

Learning to Estimate System Specifications in Linear Temporal Logic using Transformers and Mamba di Işık, İlker, Gol, Ebru Aydin, Cinbis, Ramazan Gokberk

Sommario: “...: transformer encoder-decoder, decoder-only transformer, and Mamba, which is an emerging alternative...”
Testo

QUEST: Quality-Aware Metropolis-Hastings Sampling for Machine Translation di Faria, Gonçalo R. A., Agrawal, Sweta, Farinhas, António, Rei, Ricardo, de Souza, José G. C., Martins, André F. T.

Sommario: “... and minimum Bayes risk decoding). However, relying on a single translation with high estimated quality...”
Testo

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...”
Testo

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...”
Testo

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...”
Testo

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...”
Testo