Search Results - decoding (algorithm OR Algorithmsssic)

Self-Correcting Decoding with Generative Feedback for Mitigating Hallucinations in Large Vision-Language Models by Zhang, Ce, Wan, Zifu, Kan, Zhehan, Ma, Martin Q., Stepputtis, Simon, Ramanan, Deva, Salakhutdinov, Russ, Morency, Louis-Philippe, Sycara, Katia, Xie, Yaqi

Table of Contents: “… Decoding with Generative Feedback (DeGF), a novel training-free algorithm that incorporates feedback from…”
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Leveraging Small LLMs for Argument Mining in Education: Argument Component Identification, Classification, and Assessment by Favero, Lucile, Pérez-Ortiz, Juan Antonio, Käser, Tanja, Oliver, Nuria

Table of Contents: “…Argument mining algorithms analyze the argumentative structure of essays, making them a valuable…”
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STAR-RIS-aided NOMA for Secured xURLLC by Lulu, Song, Di, Zhang, Shaobo, Jia, Pengcheng, Zhu, Yonghui, Li

Table of Contents: “…), which provides additional degree of freedom to enable a secure and fair decoding order and achieve a…”
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SigChord: Sniffing Wide Non-sparse Multiband Signals for Terrestrial and Non-terrestrial Wireless Networks by Peng, Jinbo, Duan, Junwen, Lin, Zheng, Yuan, Haoxuan, Gao, Yue, Chen, Zhe

Table of Contents: “… on low-cost and sub-Nyquist sampling radios. We first design a deep and rule-based interleaving algorithm…”
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SpecEE: Accelerating Large Language Model Inference with Speculative Early Exiting by Xu, Jiaming, Pan, Jiayi, Zhou, Yongkang, Chen, Siming, Li, Jinhao, Lian, Yaoxiu, Wu, Junyi, Dai, Guohao

Table of Contents: “… SpecEE, a fast LLM inference engine with speculative early exiting. (1) At the algorithm level, we…”
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LMDepth: Lightweight Mamba-based Monocular Depth Estimation for Real-World Deployment by Long, Jiahuan, Zhou, Xin

Table of Contents: “…, existing depth estimation algorithms often struggle to effectively balance performance and computational…”
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Antenna Activation and Resource Allocation in Multi-Waveguide Pinching-Antenna Systems by Wang, Kaidi, Ding, Zhiguo, Karagiannidis, George K.

Table of Contents: “…-theoretic algorithm is developed, in which the optimal decoding order is derived and incorporated. For power…”
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One Trigger Token Is Enough: A Defense Strategy for Balancing Safety and Usability in Large Language Models by Gu, Haoran, Wang, Handing, Mei, Yi, Zhang, Mengjie, Jin, Yaochu

Table of Contents: “… simple yet effective defense algorithm that identifies and explicitly decodes safety trigger tokens…”
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Semi-Clairvoyant Scheduling of Speculative Decoding Requests to Minimize LLM Inference Latency by Li, Ruixiao, Chen, Fahao, Li, Peng

Table of Contents: “…Speculative decoding accelerates Large Language Model (LLM) inference by employing a small…”
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An Exploratory Framework for Future SETI Applications: Detecting Generative Reactivity via Language Models by Yu, Po-Chieh

Table of Contents: “… 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 by Xiao, Zeguan, Chen, Yun, Chen, Guanhua, Tang, Ke

Table of Contents: “… 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 by Collura, Vincenzo, Tit, Karim, Bussi, Laura, Giunchiglia, Eleonora, Cordy, Maxime

Table of Contents: “… 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 by Peng, Cheng, Dong, Xinyu, Lyu, Mengxian, Paredes, Daniel, Zhang, Yaoyun, Wu, Yonghui

Table of Contents: “…, 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 by Li, Yueyan, Zhao, Chenggong, Zang, Zeyuan, Yuan, Caixia, Wang, Xiaojie

Table of Contents: “… 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 by Quamar, Mohammad Atif, Areeb, Mohammad, Kuznetsov, Mikhail, Ozmen, Muslum Ozgur, Celik, Z. Berkay

Table of Contents: “…, 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 by Ma, Gordon, Angelakis, Dimitris G.

Table of Contents: “… 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 by Zhang, Chubin, Wan, Zhenglin, Chen, Feng, Yang, Fuchao, Feng, Lang, Zhou, Yaxin, Yu, Xingrui, You, Yang, Tsang, Ivor, An, Bo

Table of Contents: “… 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? by Vakilian, Vala, Wang, Zimeng, Rawat, Ankit Singh, Thrampoulidis, Christos

Table of Contents: “… 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 by 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

Table of Contents: “… 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 by Xu, Chenkai, Jin, Yijie, Li, Jiajun, Tu, Yi, Long, Guoping, Tu, Dandan, Song, Mingcong, Si, Hongjie, Hou, Tianqi, Yan, Junchi, Deng, Zhijie

Table of Contents: “… inference. However, current confidence-driven decoding strategies are constrained by limited parallelism…”
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