Suchergebnisse - decoding (algorithm OR Algorithmssics)

Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding von Li, Huayu, He, ZhengXiao, Tian, Siyuan, Wen, Jinghao, Li, Ao

Inhaltsangabe: “… Standard autoregressive decoding in large language models (LLMs) is inherently short-sighted, often …”
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Prism: Efficient Test-Time Scaling via Hierarchical Search and Self-Verification for Discrete Diffusion Language Models von Bai, Jinbin, Li, Yixuan, Zhu, Yuchen, Xin, Yi, Shi, Qingyu, Feng, Aosong, Liu, Xiaohong, Tao, Molei, Xue, Jianru, Li, Xiangtai, Yang, Ming-Hsuan

Inhaltsangabe: “… scaling (TTS) algorithms rely on autoregressive decoding, which is ill-suited to discrete diffusion …”
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Reasoning Cache: Continual Improvement Over Long Horizons via Short-Horizon RL von Wu, Ian, Qu, Yuxiao, Setlur, Amrith, Kumar, Aviral

Inhaltsangabe: “… RC, an iterative decoding algorithm that replaces standard autoregressive decoding during both …”
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Listen to the Layers: Mitigating Hallucinations with Inter-Layer Disagreement von Subbalakshmi, Koduvayur, Ujjal, Sabbir Hossain, Mangichetty, Venkata Krishna Teja, Soofi, Nastaran Jamalipour

Inhaltsangabe: “… Aware) decoder, a novel, training-free decoding algorithm that mitigates hallucinations at inference …”
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ViterbiPlanNet: Injecting Procedural Knowledge via Differentiable Viterbi for Planning in Instructional Videos von Seminara, Luigi, Moltisanti, Davide, Furnari, Antonino

Inhaltsangabe: “… with the Viterbi decoding algorithm, replacing non-differentiable operations with smooth relaxations that enable …”
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$\nabla$-Reasoner: LLM Reasoning via Test-Time Gradient Descent in Latent Space von Wang, Peihao, Cai, Ruisi, Wang, Zhen, Mei, Hongyuan, Liu, Qiang, Li, Pan, Wang, Zhangyang

Inhaltsangabe: “… and suboptimal discrete search algorithms or trial-and-error prompting to improve the online policy …”
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The Model Knows, the Decoder Finds: Future Value Guided Particle Power Sampling von Nguyen, Tu, Zimmer, Matthieu, Tutunov, Rasul, Ji, Xiaotong, Ammar, Haitham Bou

Inhaltsangabe: “… at inference time. Power sampling provides a principled way to bias decoding toward such modes by targeting …”
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Mix-Quant: Quantized Prefilling, Precise Decoding for Agentic LLMs von Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Inhaltsangabe: “… preserving BF16 precision for decoding. By decoupling prefilling acceleration from decoding quality, Mix …”
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Best-First Ordered Statistics Decoding of Quantum LDPC Codes von Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Inhaltsangabe: “… standard for decoding quantum low-density parity-check (QLDPC) codes. Recent advancements in this field …”
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NanoSpec: Accelerating Speculative Decoding using Minimalist In-Context Vocabularies von Chen, Zhiyang, Xu, Daliang, Zhang, Yinyuan, Wang, Chenghua, Xu, Mengwei, Ma, Yun

Inhaltsangabe: “… computational bottleneck on the final linear projection layer during speculative decoding. Existing vocabulary …”
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Overcoming the High Error Rate of Composite DNA Letters‐Based Digital Storage through Soft‐Decision Decoding von Yaping Xu, Lulu Ding, Shigang Wu, Jue Ruan

Inhaltsangabe: “… reading expenses. To address this, Derrick‐cp is introduced as an innovative soft‐decision decoding …”
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65‐3: Multi‐Mode Fusion Human‐Computer Interface Based on EEG and EOG von Tong Zou, Minghao Xu, Xiong Zhang

Inhaltsangabe: “… quality and decoding performance. To address this, a partitioned backlight LCD with 384 zones is employed …”
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Joint Discrete Precoding and RIS Optimization for RIS-Assisted MU-MIMO Communication Systems von Ramezani, Parisa, Khorsandmanesh, Yasaman, Björnson, Emil

Inhaltsangabe: “… vectors via an efficient algorithm inspired by sphere decoding (SD). For optimizing the discrete RIS …”
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Retrieval with Learned Similarities von Ding, Bailu, Zhai, Jiaqi

Inhaltsangabe: “… (MIPS) algorithms for efficient retrieval. However, state-of-the-art retrieval algorithms have migrated …”
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On Anti-collusion Codes for Averaging Attack in Multimedia Fingerprinting von Jiang, Jing, Wen, Cailin, Cheng, Minquan

Inhaltsangabe: “… ), binary strongly-separable codes (SSCs) and binary secure code with list decoding (SCLDs). Then codes …”
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Token Hidden Reward: Steering Exploration-Exploitation in Group Relative Deep Reinforcement Learning von Deng, Wenlong, Ren, Yi, Li, Yushu, Gong, Boying, Sutherland, Danica J., Li, Xiaoxiao, Thrampoulidis, Christos

Inhaltsangabe: “… with positive THR value and weakening negative ones, our algorithm improves greedy-decoding accuracy, favoring …”
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VMD‐FBCCA classification method for SSVEP brain–computer interfaces von Ping Tan, Fengsheng Wang, Kaijun Zhou, Yi Shen

Inhaltsangabe: “… using FBCCA to decode the SSVEP‐BCI signal. To evaluate its effectiveness, the proposed algorithm …”
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Achieving the Fundamental Limit of Lossless Analog Compression via Polarization von Yuan, Shuai, Yao, Liuquan, Li, Yuan, Zhang, Huazi, Wang, Jun, Tong, Wen, Ma, Zhiming

Inhaltsangabe: “… the corresponding analog successive cancellation (SC) decoder. The proposed scheme consists of deterministic …”
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AIRS-assisted Vehicular Networks with Rate-Splitting SWIPT Receivers: Joint Trajectory and Communication Design von Nam, Gyoungyoon, Lee, Seokhyun, Jeong, Seongah

Inhaltsangabe: “… wireless information and power transfer (SWIPT) receivers to concurrently allow information decoding (ID …”
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Greed is All You Need: An Evaluation of Tokenizer Inference Methods von Uzan, Omri, Schmidt, Craig W., Tanner, Chris, Pinter, Yuval

Inhaltsangabe: “… models, the method of decoding text into a sequence of tokens from these vocabularies is often left …”
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