Risultati della ricerca - decoding ((algorithm OR algorithmic) OR (algorithmics OR algorithmicsics))

Large Language Model Partitioning for Low-Latency Inference at the Edge di Kafetzis, Dimitrios, Khalili, Ramin, Koutsopoulos, Iordanis

Sommario: “...Large Language Models (LLMs) based on autoregressive, decoder-only Transformers generate text one...”
Testo

MiniCPM4: Ultra-Efficient LLMs on End Devices di MiniCPM Team, Xiao, Chaojun, Li, Yuxuan, Han, Xu, Bai, Yuzhuo, Cai, Jie, Chen, Haotian, Chen, Wentong, Cong, Xin, Cui, Ganqu, Ding, Ning, Fan, Shengda, Fang, Yewei, Fu, Zixuan, Guan, Wenyu, Guan, Yitong, Guo, Junshao, Han, Yufeng, He, Bingxiang, Huang, Yuxiang, Ji, Baoxi, Kong, Cunliang, Li, Qiuzuo, Li, Siyuan, Li, Wenhao, Li, Xin, Li, Yanghao, Li, Yishan, Li, Zhen, Liu, Dan, Lin, Biyuan, Lin, Yankai, Long, Xiang, Lu, Quanyu, Lu, Yaxi, Luo, Peiyan, Lyu, Hongya, Ou, Litu, Pan, Yinxu, Pu, Lushi, Qu, Zekai, Shi, Qundong, Song, Zijun, Su, Jiayuan, Su, Zhou, Sun, Ao, Sun, Xianghui, Tang, Peijun, Wang, Fangzheng, Wang, Feng, Wang, Shuo, Wang, Yudong, Wang, Zheng, Wu, Yesai, Xiao, Zhenyu, Xie, Jie, Xie, Zihao, Xu, Xiaoyue, Yan, Yukun, Yuan, Jiarui, Zhang, Jinqian, Zhang, Kaihuo, Zhang, Lei, Zhang, Linyue, Zhang, Xueren, Zhang, Yudi, Zhao, Hengyu, Zhao, Weilin, Zhao, Weilun, Zhao, Yuanqian, Zheng, Zhi, Zhou, Chuyue, Zhou, Ge, Zhou, Jie, Zhou, Wei, Zhou, Yanghao, Zhou, Zihan, Zhou, Zixuan, Liu, Zhiyuan, Zeng, Guoyang, Jia, Chao, Li, Dahai, Sun, Maosong

Sommario: “...: model architecture, training data, training algorithms, and inference systems. Specifically, in terms...”
Testo

Parallel Sampling via Autospeculation di Anari, Nima, Baronio, Carlo, Chen, CJ, Haqi, Alireza, Koehler, Frederic, Li, Anqi, Vuong, Thuy-Duong

Sommario: “...We present parallel algorithms to accelerate sampling via counting in two settings: any-order...”
Testo

Robust Indexing for Challenging Serial X-ray Diffraction Patterns di Nasser, Marc M, Poitevin, Frédéric, Dalton, Kevin M

Sommario: “... regime. We introduce a robust indexing algorithm tailored to this setting. We formulate indexing as a...”
Testo

Towards Autonomous Driving with Short-Packet Rate Splitting: Age of Information Analysis and Optimization di Zheng, Zirui, Chen, Yingyang, Pei, Xinyue, Wang, Xingwei, Liu, Zhiquan, Tsiftsis, Theodoros A., Wen, Miaowen, Fan, Pingzhi

Sommario: “... expressions for the average AoI (AAoI) of the common stream under partial decoding and the overall AAoI under...”
Testo

Incremental Measurement of Structural Entropy for Dynamic Graphs di Yang, Runze, Peng, Hao, Liu, Chunyang, Li, Angsheng

Sommario: “..., we need to decode the optimal encoding tree corresponding to the best community partitioning for each...”
Testo

Towards an Automated Framework for Realizing Quantum Computing Solutions di Quetschlich, Nils, Burgholzer, Lukas, Wille, Robert

Sommario: “... for the chosen algorithm, it has to be executed, and the result has to be decoded. To date, each of these tedious...”
Testo

Secure Short-Packet Communications via UAV-Enabled Mobile Relaying: Joint Resource Optimization and 3D Trajectory Design di Mamaghani, Milad Tatar, Zhou, Xiangyun, Yang, Nan, Swindlehurst, A. Lee

Sommario: “...). In this paper, we propose a secure SPC system, where a UAV serves as a mobile decode-and-forward (DF) relay...”
Testo

A Deep Learning Method for Classification of Biophilic Artworks di Kar, Purna, Bird, Jordan J., Xing, Yangang, Sumich, Alexander, Knight, Andrew, Lotfi, Ahmad, van Barthold, Benedict Carpenter

Sommario: “... the deep connection of human beings with nature, we use an artificially intelligent algorithm to recognise...”
Testo

Task-agnostic Decision Transformer for Multi-type Agent Control with Federated Split Training di Wang, Zhiyuan, Chen, Bokui, Qu, Xiaoyang, Hong, Zhenhou, Xiao, Jing, Wang, Jianzong

Sommario: “... federated learning algorithms. To tackle these challenges, we introduce the Federated Split Decision...”
Testo

D-SELD: Dataset-Scalable Exemplar LCA-Decoder di Takaghaj, Sanaz Mahmoodi, Sampson, Jack

Sommario: “... of the human brain and natively mapping Spiking Neural Networks (SNNs). Effective training algorithms for SNNs...”
Testo

Understanding Stain Separation Improves Cross-Scanner Adenocarcinoma Segmentation with Joint Multi-Task Learning di Kim, Ho Heon, Jeong, Won Chan, Ko, Young Shin, Park, Young Jin

Sommario: “... the effectiveness of current algorithms. The COSAS (Cross-Organ and Cross-Scanner Adenocarcinoma Segmentation...”
Testo

Learn to Solve Vehicle Routing Problems ASAP: A Neural Optimization Approach for Time-Constrained Vehicle Routing Problems with Finite Vehicle Fleet di Deineko, Elija, Kehrt, Carina

Sommario: “... VRP with a finite vehicle fleet size. The approach is based on an encoder-decoder architecture...”
Testo

Implicit Statistical Inference in Transformers: Approximating Likelihood-Ratio Tests In-Context di Chaudhry, Faris, Gadkari, Siddhant

Sommario: “... the underlying algorithms remain poorly understood. We adopt a statistical decision-theoretic perspective...”
Testo

Transformer See, Transformer Do: Copying as an Intermediate Step in Learning Analogical Reasoning di Hellwig, Philipp, Zuidema, Willem, Stevenson, Claire E., Lewis, Martha

Sommario: “... with more heterogeneous datasets, where our 3-layer encoder-decoder model outperforms most frontier models...”
Testo

Robust Model-Based Iteration for Passive Gamma Emission Tomography di Heikkilä, Tommi, Heikkinen, Sara, Rimppi, Riina, Helin, Tapio

Sommario: “... iterative solver that combines the LM algorithm with a Deep Gauss-Newton step, in which a learned operator...”
Testo

Enhanced Successive Cancellation List Decoder for Long Polar Codes Targeting Air Interface di Li, Jiajie, Shen, Sihui, Gross, Warren J.

Sommario: “...Polar codes are the first codes with a proven capacity-achieving capability, but their decoding...”
Testo

Lottery BP: Unlocking Quantum Error Decoding at Scale di Zhu, Yanzhang, Peng, Chen-Yu, Chen, Yun Hao, Ueng, Yeong-Luh, Wu, Di

Sommario: “... motivates this paper. Existing decoding algorithms (decoders), such as clustering, matching, belief...”
Testo

Neural Population Decoding and Imbalanced Multi-Omic Datasets For Cancer Subtype Diagnosis di Kent, Charles Theodore, Bagheriye, Leila, Kwisthout, Johan

Sommario: “... algorithm. We further show that the impact of selecting certain population decoding methods is amplified...”
Testo

Inference without Interference: Disaggregate LLM Inference for Mixed Downstream Workloads di Hu, Cunchen, Huang, Heyang, Xu, Liangliang, Chen, Xusheng, Xu, Jiang, Chen, Shuang, Feng, Hao, Wang, Chenxi, Wang, Sa, Bao, Yungang, Sun, Ninghui, Shan, Yizhou

Sommario: “... scheduling algorithm augmented with predicted resource usage to avoid decode scheduling hotspots. Results...”
Testo