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An Advancement in Huffman Coding With a Potential for Parallel Decoding by K. Viswanathan Iyer, Karthick Seshadri, K. Srinivasulu

Table of Contents: “…An Advancement in Huffman Coding With a Potential for Parallel Decoding K. Viswanathan Iyer…”
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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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D-SELD: Dataset-Scalable Exemplar LCA-Decoder by Takaghaj, Sanaz Mahmoodi, Sampson, Jack

Table of Contents: “… of the human brain and natively mapping Spiking Neural Networks (SNNs). Effective training algorithms for SNNs…”
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Constrained Decoding of Diffusion LLMs with Context-Free Grammars by Mündler, Niels, Dekoninck, Jasper, Vechev, Martin

Table of Contents: “… practical applications of LLMs, such as code completion and structured data extraction, require adherence…”
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Decoding-Time Language Model Alignment with Multiple Objectives by Shi, Ruizhe, Chen, Yifang, Hu, Yushi, Liu, Alisa, Hajishirzi, Hannaneh, Smith, Noah A., Du, Simon S.

Table of Contents: “…-objective decoding (MOD)}$, a decoding-time algorithm that outputs the next token from a linear combination…”
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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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Implementation and Optimization of HQC Decoding on NPU-Integrated Devices by Chau, Vu Minh, Kiet, Nguyen Ngoc, Minh, Pham Quang, Ngoc, Mai Xuan, Anh, Nguyen Duc, Ta, Hoang

Table of Contents: “…Hamming Quasi-Cyclic (HQC) has been selected by NIST for standardization as an additional code…”
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FLAP: Flow-Adhering Planning with Constrained Decoding in LLMs by Roy, Shamik, Sengupta, Sailik, Bonadiman, Daniele, Mansour, Saab, Gupta, Arshit

Table of Contents: “…-Adhering Planning algorithm based on constrained decoding with lookahead heuristic for LLMs. Our algorithm…”
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Hamiltonian Decoded Quantum Interferometry for General Pauli Hamiltonians by Bu, Kaifeng, Gu, Weichen, Li, Xiang

Table of Contents: “…In this work, we study the Hamiltonian Decoded Quantum Interferometry (HDQI) for the general…”
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Accelerating Transformer Inference for Translation via Parallel Decoding by Santilli, Andrea, Severino, Silvio, Postolache, Emilian, Maiorca, Valentino, Mancusi, Michele, Marin, Riccardo, Rodolà, Emanuele

Table of Contents: “… quality. In this paper, we propose to address the problem from the point of view of decoding algorithms…”
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Decoding Musical Origins: Distinguishing Human and AI Composers by Tsai, Cheng-Yang, Huang, Tzu-Wei, Wei, Shao-Yu, Chen, Guan-Wei, Chu, Hung-Ying, Lin, Yu-Cheng

Table of Contents: “… piece of music was composed by a human (Native), a rule-based algorithm (Algorithm Generated), or an LLM…”
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Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding by Chen, Zhuoming, May, Avner, Svirschevski, Ruslan, Huang, Yuhsun, Ryabinin, Max, Jia, Zhihao, Chen, Beidi

Table of Contents: “… scalable, robust, and hardware-aware algorithm for speculative decoding. To attain better scalability…”
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Clover: Regressive Lightweight Speculative Decoding with Sequential Knowledge by Xiao, Bin, Shi, Chunan, Nie, Xiaonan, Yang, Fan, Deng, Xiangwei, Su, Lei, Chen, Weipeng, Cui, Bin

Table of Contents: “… transfer instead of computation. Recently, parallel decoding, a type of speculative decoding algorithms…”
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Earley-Driven Dynamic Pruning for Efficient Structured Decoding by Sun, Xintong, Wei, Chi, Tian, Minghao, Ni, Shiwen

Table of Contents: “… on the Earley algorithm that identifies and eliminates invalid or redundant Earley states in real-time…”
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Personalized LLM Decoding via Contrasting Personal Preference by Bu, Hyungjune, Jung, Chanjoo, Kang, Minjae, Kim, Jaehyung

Table of Contents: “… decoding-time algorithms remains largely overlooked, despite their demonstrated potential. In this paper…”
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Agreement-Constrained Probabilistic Minimum Bayes Risk Decoding by Natsumi, Koki, Deguchi, Hiroyuki, Sakai, Yusuke, Kamigaito, Hidetaka, Watanabe, Taro

Table of Contents: “… and completes the missing scores with a matrix completion algorithm. Nevertheless, it degrades the translation…”
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MMSpec: Benchmarking Speculative Decoding for Vision-Language Models by Shen, Hui, Wang, Xin, Zhang, Ping, Hsieh, Yunta, Han, Qi, Wan, Zhongwei, Zhang, Ziheng, Zhang, Jingxuan, Xiong, Jing, Liu, Ziyuan, Zhang, Yifan, Cao, Hangrui, Zhao, Chenyang, Zhang, Mi

Table of Contents: “… representative speculative decoding algorithms under a unified evaluation framework. Our study reveals three key…”
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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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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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