Suchergebnisse - Decoding (algorithm OR algorithmsssic)

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

Inhaltsangabe: “… 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 von Sun, Hanshi, Haider, Momin, Zhang, Ruiqi, Yang, Huitao, Qiu, Jiahao, Yin, Ming, Wang, Mengdi, Bartlett, Peter, Zanette, Andrea

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

Inhaltsangabe: “… 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 von Tomasi, Federico, Moor, Dmitrii, Wang, Alice, Lalmas, Mounia

Inhaltsangabe: “… 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 von Ge, Danying, Gao, Jianhua, Jiang, Qizhi, Feng, Yifei, Ji, Weixing

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

Inhaltsangabe: “… 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 von Agarwal, Anmol, Priyadarshi, Pratyush, Sinha, Shiven, Gupta, Shrey, Jangra, Hitkul, Kumaraguru, Ponnurangam, Garimella, Kiran

Inhaltsangabe: “… 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 von Goyal, Sahil, Tula, Debapriya, Jain, Gagan, Shenoy, Pradeep, Jain, Prateek, Paul, Sujoy

Inhaltsangabe: “… 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 von 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

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

Inhaltsangabe: “… 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 von Zhou, Yidong, Kong, Lingyi, Peng, Yifeng, Liang, Zhiding

Inhaltsangabe: “… 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 von Ringel, Liran, Romano, Yaniv

Inhaltsangabe: “… 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 von Yan, Ge, Li, Shanchuan, Du, Yuxuan

Inhaltsangabe: “… 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 von Yang, Weibin, Dong, Zhiqi, Xu, Mingyuan, Xu, Longwei, Geng, Dehua, Li, Yusong, Wang, Pengwei

Inhaltsangabe: “… ., 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 von Li, Lingxiao, Rahili, Salar, Zhao, Yiwei

Inhaltsangabe: “… 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 von Ahmed, Kareem, Singh, Sameer

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

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

Inhaltsangabe: “… 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 von Mündler, Niels, Dekoninck, Jasper, Vechev, Martin

Inhaltsangabe: “… 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 von Jiang, Kaiwen, Zhao, Chenyang, Deng, Shengfeng, Cai, Weiran, Zhang, Jiqiang, Chen, Li

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