Search Results - Decoding (algorithm OR algorithmicsics)

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

Table of Contents: “… rejection sampling algorithm that minimizes redundant computations of both LLMs and reward models (RMs…”
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Fast Best-of-N Decoding via Speculative Rejection by Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

Table of Contents: “… introduce Speculative Rejection, a computationally-viable inference-time alignment algorithm. It generates…”
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Affine Subcode Ensemble Decoding of Linear Block Codes by Mandelbaum, Jonathan, Bezner, Paul, Jäkel, Holger, Brink, Stephan ten, Schmalen, Laurent

Table of Contents: “… BCH code, when combining ensemble design with algorithms for constructing high-performance parity…”
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Primal-Dual Guided Decoding for Constrained Discrete Diffusion by Tomasi, Federico, Moor, Dmitrii, Wang, Alice, Lalmas, Mounia

Table of Contents: “… playlist generation, showing that a single algorithm instantiated via domain-specific scoring functions…”
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Automatic Task Detection and Heterogeneous LLM Speculative Decoding by Ge, Danying, Gao, Jianhua, Jiang, Qizhi, Feng, Yifei, Ji, Weixing

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

Table of Contents: “… into the context to steer generation. We establish theoretical approximation guarantees for the proposed algorithm…”
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Television Discourse Decoded: Comprehensive Multimodal Analytics at Scale by Agarwal, Anmol, Priyadarshi, Pratyush, Sinha, Shiven, Gupta, Shrey, Jangra, Hitkul, Kumaraguru, Ponnurangam, Garimella, Kiran

Table of Contents: “… multimedia analysis. Utilizing state-of-the-art computer vision algorithms and speech-to-text methods, we…”
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Masked Generative Nested Transformers with Decode Time Scaling by Goyal, Sahil, Tula, Debapriya, Jain, Gagan, Shenoy, Pradeep, Jain, Prateek, Paul, Sujoy

Table of Contents: “… computational efficiency. Most of these algorithms involve multiple passes over a transformer model to generate…”
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MMDT: Decoding the Trustworthiness and Safety of Multimodal Foundation Models by 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

Table of Contents: “… (Multimodal DecodingTrust), designed to provide a comprehensive safety and trustworthiness evaluation…”
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Efficient Decoding Methods for Language Models on Encrypted Data by Avitan, Matan, Baruch, Moran, Drucker, Nir, Zimerman, Itamar, Goldberg, Yoav

Table of Contents: “… performance bottleneck. We introduce cutmax, an HE-friendly argmax algorithm that reduces ciphertext…”
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Reinforcement Learning for Enhanced Advanced QEC Architecture Decoding by Zhou, Yidong, Kong, Lingyi, Peng, Yifeng, Liang, Zhiding

Table of Contents: “… algorithms to address the multifaceted nature of the decoding problem, considering factors such as code…”
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Accelerating Speculative Decoding with Block Diffusion Draft Trees by Ringel, Liran, Romano, Yaniv

Table of Contents: “… budget, DDTree uses a simple best-first heap algorithm to select the continuations that are most likely…”
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Rethink the Role of Neural Decoders in Quantum Error Correction by Yan, Ge, Li, Shanchuan, Du, Yuxuan

Table of Contents: “… central algorithmic primitive. Owing to its importance and intrinsic difficulty, substantial effort has…”
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Optimizing Medical Image Segmentation with Advanced Decoder Design by Yang, Weibin, Dong, Zhiqi, Xu, Mingyuan, Xu, Longwei, Geng, Dehua, Li, Yusong, Wang, Pengwei

Table of Contents: “…., Swin UNETR Decoder Enhanced and Refined) by specifically optimizing the design of these three…”
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Correctness-Guaranteed Code Generation via Constrained Decoding by Li, Lingxiao, Rahili, Salar, Zhao, Yiwei

Table of Contents: “… correctness for runtime-critical components. We present a constrained decoding algorithm for generating…”
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Entropy-Aligned Decoding of LMs for Better Writing and Reasoning by Ahmed, Kareem, Singh, Sameer

Table of Contents: “… distribution. Still, vanilla random sampling from LMs yields low quality generations. Decoding algorithms…”
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Constrained Auto-Regressive Decoding Constrains Generative Retrieval by Wu, Shiguang, Ren, Zhaochun, Xin, Xin, Yang, Jiyuan, Zhang, Mengqi, Chen, Zhumin, de Rijke, Maarten, Ren, Pengjie

Table of Contents: “…-wise marginal distributions. (ii) For the beam search algorithm used during generation, we reveal…”
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AutoJudge: Judge Decoding Without Manual Annotation by Garipov, Roman, Velikonivtsev, Fedor, Ermakov, Ivan, Svirschevski, Ruslan, Egiazarian, Vage, Ryabinin, Max

Table of Contents: “… semi-greedy search algorithm to test which of the mismatches between target and draft models should…”
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Constrained Decoding of Diffusion LLMs with Context-Free Grammars by Mündler, Niels, Dekoninck, Jasper, Vechev, Martin

Table of Contents: “… language is empty and present an efficient algorithm to solve it for context-free languages. Empirical…”
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Decoding species coexistence: A reinforcement learning perspective by Jiang, Kaiwen, Zhao, Chenyang, Deng, Shengfeng, Cai, Weiran, Zhang, Jiqiang, Chen, Li

Table of Contents: “… regulated via a Q-learning algorithm rather than held fixed. Our results show that all three species can…”
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