Risultati della ricerca - decoding (algorithm OR Algorithms)

FairBatching: Fairness-Aware Batch Formation for LLM Inference di Lyu, Hongtao, Liu, Boyue, Wu, Mingyu, Chen, Haibo

Sommario: “... violations. Its fair and dynamic batch formation algorithm breaks away from the decode-prioritizing paradigm...”
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Guess-Verify-Refine: Data-Aware Top-K for Sparse-Attention Decoding on Blackwell via Temporal Correlation di Cheng, Long, Zhao, Ritchie, Liu, Timmy, Li, Mindy, Qiao, Xianjie, Duan, Kefeng, Chen, Yu-Jung, Chen, Xiaoming, Rouhani, Bita Darvish, Yang, June

Sommario: “...Sparse-attention decoders rely on exact Top-K selection to choose the most important key-value...”
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VeriCache: Turning Lossy KV Cache into Lossless LLM Inference di Yao, Jiayi, Shen, Samuel, Du, Kuntai, Feng, Shaoting, Seo, Dongjoo, Zhang, Rui, Huang, Yuyang, Liu, Yuhan, Lu, Shan, Jiang, Junchen

Sommario: “... the high decoding throughput of a range of KV cache compression algorithms. VeriCache uses the compressed...”
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Implementation and Optimization of HQC Decoding on NPU-Integrated Devices di Chau, Vu Minh, Kiet, Nguyen Ngoc, Minh, Pham Quang, Ngoc, Mai Xuan, Anh, Nguyen Duc, Ta, Hoang

Sommario: “...-based key-encapsulation mechanism, providing algorithmic diversity alongside lattice-based post-quantum...”
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Cascade Speculative Drafting for Even Faster LLM Inference di Chen, Ziyi, Yang, Xiaocong, Lin, Jiacheng, Sun, Chenkai, Chang, Kevin Chen-Chuan, Huang, Jie

Sommario: “...Introduced to enhance the efficiency of large language model (LLM) inference, speculative decoding...”
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JDEC: JPEG Decoding via Enhanced Continuous Cosine Coefficients di Han, Woo Kyoung, Im, Sunghoon, Kim, Jaedeok, Jin, Kyong Hwan

Sommario: “...We propose a practical approach to JPEG image decoding, utilizing a local implicit neural...”
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Personalized LLM Decoding via Contrasting Personal Preference di Bu, Hyungjune, Jung, Chanjoo, Kang, Minjae, Kim, Jaehyung

Sommario: “... decoding-time algorithms remains largely overlooked, despite their demonstrated potential. In this paper...”
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Efficient Decoding of Double-circulant and Wozencraft Codes from Square-root Errors di Dubin, Oren, Oz, Noam, Ron-Zewi, Noga

Sommario: “...We present efficient decoding algorithms from square-root errors for two known families of double...”
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OmniNeuro: A Multimodal HCI Framework for Explainable BCI Feedback via Generative AI and Sonification di Nia, Ayda Aghaei

Sommario: “...While Deep Learning has improved Brain-Computer Interface (BCI) decoding accuracy, clinical...”
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LightBeam: An Accurate and Memory-Efficient CTC Decoder for Speech Neuroprostheses di Feghhi, Ebrahim, Hu, Junlin, Hadidi, Nima, Kao, Jonathan C.

Sommario: “... neuroprostheses, which directly decode speech from cortical neural activity. Two benchmarks, Brain-to-Text '24...”
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Entropy-Reinforced Planning with Large Language Models for Drug Discovery di Liu, Xuefeng, Tien, Chih-chan, Ding, Peng, Jiang, Songhao, Stevens, Rick L.

Sommario: “...-reinforced planning algorithm to enhance the Transformer decoding process and strike a balance between...”
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MPCache: MPC-Friendly KV Cache Eviction for Efficient Private LLM Inference di Zeng, Wenxuan, Dong, Ye, Zhou, Jinjin, Tan, Jin, Wang, Lei, Wei, Tao, Wang, Runsheng, Li, Meng

Sommario: “... on the downstream decoding. Hence, MPCache combines a look-once static eviction algorithm to discard unimportant KV...”
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Beam-Hopping Pattern Design for Grant-Free Random Access in LEO Satellite Communications di Jeon, Seunghyeon, Kim, Seonjung, Im, Gyeongrae, Jeon, Yo-Seb

Sommario: “...-hopping design algorithms that alternately enhance the collision avoidance rate and decoding success...”
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Algebraic Geometry Codes and Decoded Quantum Interferometry di Gu, Andi, Jordan, Stephen P.

Sommario: “...Decoded Quantum Interferometry (DQI) defines a duality that pairs decoding problems...”
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Price of Quality: Sufficient Conditions for Sparse Recovery using Mixed-Quality Data di Chaabouni, Youssef, Gamarnik, David

Sommario: “... for information-theoretic and algorithmic recovery. On the information-theoretic side, we show...”
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An Efficient Implicit Neural Representation Image Codec Based on Mixed Autoregressive Model for Low-Complexity Decoding di Liu, Xiang, Chen, Jiahong, Chen, Bin, Liu, Zimo, An, Baoyi, Xia, Shu-Tao, Wang, Zhi

Sommario: “... limitations, making it challenging to apply many deep learning-based image compression algorithms...”
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Decoding Visual Experience and Mapping Semantics through Whole-Brain Analysis Using fMRI Foundation Models di Wang, Yanchen, Turnbull, Adam, Xiang, Tiange, Xu, Yunlong, Zhou, Sa, Masoud, Adnan, Azizi, Shekoofeh, Lin, Feng Vankee, Adeli, Ehsan

Sommario: “...Neural decoding, the process of understanding how brain activity corresponds to different stimuli...”
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LZ Penalty: An information-theoretic repetition penalty for autoregressive language models di Ginart, Antonio A., Kodali, Naveen, Lee, Jason, Xiong, Caiming, Savarese, Silvio, Emmons, John R.

Sommario: “... universal lossless compression algorithm. Through the lens of the prediction-compression duality, decoding...”
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Enhanced Reed–Solomon Error Correction Framework for Reliable Data Transmission in Noisy Communication Systems di Najah Kalifah Almazmomi

Sommario: “... framework that incorporates advanced optimization algorithms and adaptive error correction techniques...”
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A Transformer-based Neural Architecture Search Method di Wang, Shang, Tang, Huanrong, Ouyang, Jianquan

Sommario: “..., searching cross multihead attention computation ways for different number of encoder and decoder...”
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