Risultati della ricerca - (endedededecoding OR (Decoding OR coding)) (algorithm OR algorithmics)

Cascade Reward Sampling for Efficient Decoding-Time Alignment di Li, Bolian, Wang, Yifan, Lochab, Anamika, Grama, Ananth, Zhang, Ruqi

Sommario: “... rejection sampling algorithm that minimizes redundant computations of both LLMs and reward models (RMs...”
Testo

Fast Best-of-N Decoding via Speculative Rejection di Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

Sommario: “... introduce Speculative Rejection, a computationally-viable inference-time alignment algorithm. It generates...”
Testo

Primal-Dual Guided Decoding for Constrained Discrete Diffusion di Tomasi, Federico, Moor, Dmitrii, Wang, Alice, Lalmas, Mounia

Sommario: “... playlist generation, showing that a single algorithm instantiated via domain-specific scoring functions...”
Testo

Automatic Task Detection and Heterogeneous LLM Speculative Decoding di Ge, Danying, Gao, Jianhua, Jiang, Qizhi, Feng, Yifei, Ji, Weixing

Sommario: “... propose a speculative decoding algorithm tailored for downstream task optimization. It includes...”
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EXACT: Explicit Attribute-Guided Decoding-Time Personalization di Yu, Xin, Xing, Hanwen, Xue, Lingzhou

Sommario: “... into the context to steer generation. We establish theoretical approximation guarantees for the proposed algorithm...”
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Masked Generative Nested Transformers with Decode Time Scaling di Goyal, Sahil, Tula, Debapriya, Jain, Gagan, Shenoy, Pradeep, Jain, Prateek, Paul, Sujoy

Sommario: “... computational efficiency. Most of these algorithms involve multiple passes over a transformer model to generate...”
Testo

MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models di Xu, Chejian, Zhang, Jiawei, Chen, Zhaorun, Xie, Chulin, Kang, Mintong, Potter, Yujin, Wang, Zhun, Yuan, Zhuowen, Xiong, Alexander, Xiong, Zidi, Zhang, Chenhui, Yuan, Lingzhi, Zeng, Yi, Xu, Peiyang, Guo, Chengquan, Zhou, Andy, Tan, Jeffrey Ziwei, Zhao, Xuandong, Pinto, Francesco, Xiang, Zhen, Gai, Yu, Lin, Zinan, Hendrycks, Dan, Li, Bo, Song, Dawn

Sommario: “... (Multimodal DecodingTrust), designed to provide a comprehensive safety and trustworthiness evaluation...”
Testo

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

Sommario: “... performance bottleneck. We introduce cutmax, an HE-friendly argmax algorithm that reduces ciphertext...”
Testo

Accelerating Speculative Decoding with Block Diffusion Draft Trees di Ringel, Liran, Romano, Yaniv

Sommario: “... budget, DDTree uses a simple best-first heap algorithm to select the continuations that are most likely...”
Testo

Optimizing Medical Image Segmentation with Advanced Decoder Design di Yang, Weibin, Dong, Zhiqi, Xu, Mingyuan, Xu, Longwei, Geng, Dehua, Li, Yusong, Wang, Pengwei

Sommario: “...., Swin UNETR Decoder Enhanced and Refined) by specifically optimizing the design of these three...”
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Entropy-Aligned Decoding of LMs for Better Writing and Reasoning di Ahmed, Kareem, Singh, Sameer

Sommario: “... distribution. Still, vanilla random sampling from LMs yields low quality generations. Decoding algorithms...”
Testo

Constrained Auto-Regressive Decoding Constrains Generative Retrieval di Wu, Shiguang, Ren, Zhaochun, Xin, Xin, Yang, Jiyuan, Zhang, Mengqi, Chen, Zhumin, de Rijke, Maarten, Ren, Pengjie

Sommario: “...-wise marginal distributions. (ii) For the beam search algorithm used during generation, we reveal...”
Testo

AutoJudge: Judge Decoding Without Manual Annotation di Garipov, Roman, Velikonivtsev, Fedor, Ermakov, Ivan, Svirschevski, Ruslan, Egiazarian, Vage, Ryabinin, Max

Sommario: “... semi-greedy search algorithm to test which of the mismatches between target and draft models should...”
Testo

Decoding species coexistence: A reinforcement learning perspective di Jiang, Kaiwen, Zhao, Chenyang, Deng, Shengfeng, Cai, Weiran, Zhang, Jiqiang, Chen, Li

Sommario: “... regulated via a Q-learning algorithm rather than held fixed. Our results show that all three species can...”
Testo

The Recurrent Transformer: Greater Effective Depth and Efficient Decoding di Oncescu, Costin-Andrei, Morwani, Depen, Jelassi, Samy, Meterez, Alexandru, Kwun, Mujin, Kakade, Sham

Sommario: “... tiling-based algorithm that preserves the mathematical computation while reducing HBM traffic from $Θ(N^2...”
Testo

Coupling without Communication and Drafter-Invariant Speculative Decoding di Daliri, Majid, Musco, Christopher, Suresh, Ananda Theertha

Sommario: “... algorithm. This bound was shown to be optimal in the worst-case by [Bavarian et al., 2020]. In this work, we...”
Testo

The closed-branch decoder for quantum LDPC codes di iOlius, Antonio deMarti, Martinez, Josu Etxezarreta

Sommario: “.... In this work, we present a new decoder for Quantum Low Density Parity Check (QLDPC) codes, named the closed...”
Testo

Deterministic list decoding of Reed-Solomon codes di Chatterjee, Soham, Harsha, Prahladh, Kumar, Mrinal

Sommario: “..., \log |\mathbb{F}|)$. Prior to this work, the list decoding algorithms for Reed-Solomon codes, from...”
Testo

A blockBP decoder for the surface code di Kaufmann, Aviad, Arad, Itai

Sommario: “...We present a new decoder for the surface code, which combines the accuracy of the tensor-network...”
Testo

Recursive decoding of projective Reed-Muller codes di San-José, Rodrigo

Sommario: “...We give a recursive decoding algorithm for projective Reed-Muller codes making use of a decoder...”
Testo