Risultati della ricerca - decoding (algorithm OR Algorithms)

DOPRA: Decoding Over-accumulation Penalization and Re-allocation in Specific Weighting Layer di Wei, Jinfeng, Zhang, Xiaofeng

Sommario: “... hallucinations by decoding specific weighted layer penalties and redistribution, offering an economical...”
Testo

Continuous Speculative Decoding for Autoregressive Image Generation di Wang, Zili, Zhang, Robert, Ding, Kun, Yang, Qi, Li, Fei, Xiang, Shiming

Sommario: “... Language Models (LLMs), speculative decoding has effectively accelerated discrete autoregressive inference...”
Testo

PLD+: Accelerating LLM inference by leveraging Language Model Artifacts di Somasundaram, Shwetha, Phukan, Anirudh, Saxena, Apoorv

Sommario: “...To reduce the latency associated with autoretrogressive LLM inference, speculative decoding has...”
Testo

SPIN: Accelerating Large Language Model Inference with Heterogeneous Speculative Models di Chen, Fahao, Li, Peng, Luan, Tom H., Su, Zhou, Deng, Jing

Sommario: “...Speculative decoding has been shown as an effective way to accelerate Large Language Model (LLM...”
Testo

CLaSp: In-Context Layer Skip for Self-Speculative Decoding di Chen, Longze, Shan, Renke, Wang, Huiming, Wang, Lu, Liu, Ziqiang, Luo, Run, Wang, Jiawei, Alinejad-Rokny, Hamid, Yang, Min

Sommario: “...Speculative decoding (SD) is a promising method for accelerating the decoding process of Large...”
Testo

Radiation-Induced Fault Detection in Superconducting Quantum Devices di Vallero, Marzio, Casagranda, Gioele, Vella, Flavio, Rech, Paolo

Sommario: “... propose the first algorithm to effectively exploit syndrome information for the efficient detection...”
Testo

Federated Learning in Offline and Online EMG Decoding: A Privacy and Performance Perspective di Malcolm, Kai, Uribe, César, Yamagami, Momona

Sommario: “... neural decoding using high-dimensional electromyography (EMG) across both offline simulations and a real...”
Testo

Efficient Decoding Methods for Language Models on Encrypted Data di Avitan, Matan, Baruch, Moran, Drucker, Nir, Zimerman, Itamar, Goldberg, Yoav

Sommario: “... for secure inference. However, neural text generation requires decoding methods like argmax and sampling...”
Testo

SpecAttn: Speculating Sparse Attention di Shah, Harsh

Sommario: “... SpecAttn, a novel training-free approach that seamlessly integrates with existing speculative decoding...”
Testo

Conserved Kinematic Representations enable Zero-Shot Decoding in Handwriting BCIs di Ravishankar, Srinivas, de Sa, Virginia

Sommario: “... machine learning algorithm for decoding unseen characters. Our model achieves 64% hits@3 retrieval...”
Testo

Joint Coordinate Regression and Association For Multi-Person Pose Estimation, A Pure Neural Network Approach di Yu, Dongyang, Xie, Yunshi, An, Wangpeng, Zhang, Li, Yao, Yufeng

Sommario: “...We introduce a novel one-stage end-to-end multi-person 2D pose estimation algorithm, known as Joint...”
Testo

InversionView: A General-Purpose Method for Reading Information from Neural Activations di Huang, Xinting, Panwar, Madhur, Goyal, Navin, Hahn, Michael

Sommario: “... to practically inspect this subset by sampling from a trained decoder model conditioned on activations...”
Testo

Soft Partitioning of Latent Space for Semantic Channel Equalization di Hüttebräucker, Tomás, Sana, Mohamed, Strinati, Emilio Calvanese

Sommario: “... semantic communications. This approach aims to align the latent spaces of an encoder and a decoder which...”
Testo

Breaking the Attention Bottleneck di Hilsenbek, Kalle

Sommario: “... in the transformer architecture. This algorithm is only uni-directional in the decoder and converges to a static...”
Testo

Tree Attention: Topology-aware Decoding for Long-Context Attention on GPU clusters di Shyam, Vasudev, Pilault, Jonathan, Shepperd, Emily, Anthony, Quentin, Millidge, Beren

Sommario: “... in parallel through a tree reduction. Our algorithm, called Tree Attention, for parallelizing exact attention...”
Testo

Lightweight Transducer Based on Frame-Level Criterion di Wan, Genshun, Wang, Mengzhi, Mao, Tingzhi, Chen, Hang, Ye, Zhongfu

Sommario: “... criterion, which uses the results of the CTC forced alignment algorithm to determine the label for each...”
Testo

Accelerating Codec-based Speech Synthesis with Multi-Token Prediction and Speculative Decoding di Nguyen, Tan Dat, Kim, Ji-Hoon, Choi, Jeongsoo, Choi, Shukjae, Park, Jinseok, Lee, Younglo, Chung, Joon Son

Sommario: “... decoding technique that utilises a Viterbi-based algorithm to select the optimal sequence of generated...”
Testo

Token-Driven GammaTune: Adaptive Calibration for Enhanced Speculative Decoding di Gautam, Aayush, Shrestha, Susav, Reddy, Narasimha

Sommario: “...Speculative decoding accelerates large language model (LLM) inference by using a smaller draft...”
Testo

Efficient and Asymptotically Unbiased Constrained Decoding for Large Language Models di Ye, Haotian, Jain, Himanshu, You, Chong, Suresh, Ananda Theertha, Lin, Haowei, Zou, James, Yu, Felix

Sommario: “... standards, or conforming to specialized formatting styles. To control the generation, constrained decoding...”
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Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation di Hu, Hengyuan, Das, Aniket, Sadigh, Dorsa, Anari, Nima

Sommario: “...} (ASD), an extension of the widely used speculative decoding algorithm to DDPMs that does not require...”
Testo