Resultados de búsqueda - (endedededededededededededededededecoding OR decoding) (algorithmics OR algorithm)

An Exploratory Framework for Future SETI Applications: Detecting Generative Reactivity via Language Models por Yu, Po-Chieh

Tabla de Contenidos: “… responses in language models. Instead of assuming that extraterrestrial signals must be decoded, we evaluate…”
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Towards Bridging the Reward-Generation Gap in Direct Alignment Algorithms por Xiao, Zeguan, Chen, Yun, Chen, Guanhua, Tang, Ke

Tabla de Contenidos: “… Feedback (RLHF) algorithms for aligning large language models (LLMs) with human preferences. However, DAAs…”
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ABS: Enforcing Constraint Satisfaction On Generated Sequences Via Automata-Guided Beam Search por Collura, Vincenzo, Tit, Karim, Bussi, Laura, Giunchiglia, Eleonora, Cordy, Maxime

Tabla de Contenidos: “… ones, and beam search is commonly used to balance exploration and fluency during decoding. While deep…”
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A Study of Large Language Models for Patient Information Extraction: Model Architecture, Fine-Tuning Strategy, and Multi-task Instruction Tuning por Peng, Cheng, Dong, Xinyu, Lyu, Mengxian, Paredes, Daniel, Zhang, Yaoyun, Wu, Yonghui

Tabla de Contenidos: “…, including: (1) encoder-only or decoder-only LLMs, (2) prompt-based parameter-efficient fine-tuning (PEFT…”
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Reading Images Like Texts: Sequential Image Understanding in Vision-Language Models por Li, Yueyan, Zhao, Chenggong, Zang, Zeyuan, Yuan, Caixia, Wang, Xiaojie

Tabla de Contenidos: “… an instruction-agnostic token compression algorithm based on a plug-and-play visual decoder to improve decoding…”
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STARS: Synchronous Token Alignment for Robust Supervision in Large Language Models por Quamar, Mohammad Atif, Areeb, Mohammad, Kuznetsov, Mikhail, Ozmen, Muslum Ozgur, Celik, Z. Berkay

Tabla de Contenidos: “…, we introduce STARS, Synchronous Token Alignment for Robust Supervision, a decoding-time algorithm…”
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An Information-Minimal Geometry for Qubit-Efficient Optimization por Ma, Gordon, Angelakis, Dimitris G.

Tabla de Contenidos: “… algorithms explore exponentially large Hilbert spaces. We recast qubit-efficient optimization as a geometric…”
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Evolving Diffusion and Flow Matching Policies for Online Reinforcement Learning por Zhang, Chubin, Wan, Zhenglin, Chen, Feng, Yang, Fuchao, Feng, Lang, Zhou, Yaxin, Yu, Xingrui, You, Yang, Tsang, Ivor, An, Bo

Tabla de Contenidos: “… generation. Building on this, we introduce GoRL (Generative Online Reinforcement Learning), an algorithm…”
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Short-Context Dominance: How Much Local Context Natural Language Actually Needs? por Vakilian, Vala, Wang, Zimeng, Rawat, Ankit Singh, Thrampoulidis, Christos

Tabla de Contenidos: “… with sampling strategies beyond greedy decoding. Our experiments validate that simple thresholding of the metric…”
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Hold Onto That Thought: Assessing KV Cache Compression On Reasoning por Liu, Minghui, Palnitkar, Aadi, Rabbani, Tahseen, Jae, Hyunwoo, Sang, Kyle Rui, Yao, Dixi, Shabihi, Shayan, Zhao, Fuheng, Li, Tian, Zhang, Ce, Huang, Furong, Zhang, Kunpeng

Tabla de Contenidos: “… attention computations, grows linearly with context length. A suite of compression algorithms has been…”
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LoPA: Scaling dLLM Inference via Lookahead Parallel Decoding por Xu, Chenkai, Jin, Yijie, Li, Jiajun, Tu, Yi, Long, Guoping, Tu, Dandan, Song, Mingcong, Si, Hongjie, Hou, Tianqi, Yan, Junchi, Deng, Zhijie

Tabla de Contenidos: “… inference. However, current confidence-driven decoding strategies are constrained by limited parallelism…”
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Martingale Foresight Sampling: A Principled Approach to Inference-Time LLM Decoding por Li, Huayu, He, ZhengXiao, Tian, Siyuan, Wen, Jinghao, Li, Ao

Tabla de Contenidos: “…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 por Bai, Jinbin, Li, Yixuan, Zhu, Yuchen, Xin, Yi, Shi, Qingyu, Feng, Aosong, Liu, Xiaohong, Tao, Molei, Xue, Jianru, Li, Xiangtai, Yang, Ming-Hsuan

Tabla de Contenidos: “… 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 por Wu, Ian, Qu, Yuxiao, Setlur, Amrith, Kumar, Aviral

Tabla de Contenidos: “… 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 por Subbalakshmi, Koduvayur, Ujjal, Sabbir Hossain, Mangichetty, Venkata Krishna Teja, Soofi, Nastaran Jamalipour

Tabla de Contenidos: “… 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 por Seminara, Luigi, Moltisanti, Davide, Furnari, Antonino

Tabla de Contenidos: “… 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 por Wang, Peihao, Cai, Ruisi, Wang, Zhen, Mei, Hongyuan, Liu, Qiang, Li, Pan, Wang, Zhangyang

Tabla de Contenidos: “… 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 por Nguyen, Tu, Zimmer, Matthieu, Tutunov, Rasul, Ji, Xiaotong, Ammar, Haitham Bou

Tabla de Contenidos: “… 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 por Lu, Haiquan, Chen, Zigeng, Fang, Gongfan, Ma, Xinyin, Wang, Xinchao

Tabla de Contenidos: “… 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 por Banfi, Michele, Ferrari, Marco, Favano, Antonino, Tarable, Alberto, Barletta, Luca

Tabla de Contenidos: “… standard for decoding quantum low-density parity-check (QLDPC) codes. Recent advancements in this field…”
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