Résultats de la recherche - decoding (algorithmics OR (algorithm OR algorithm))

DLM-Scope: Mechanistic Interpretability of Diffusion Language Models via Sparse Autoencoders par Wang, Xu, Jiang, Bingqing, Wan, Yu, Yang, Baosong, Kong, Lingpeng, Zou, Difan

Table des matières: “… decoding order; and the SAE features are stable during the post-training phase of DLMs. Our work…”
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KnapSpec: Self-Speculative Decoding via Adaptive Layer Selection as a Knapsack Problem par Cha, Seongjin, Kim, Gyuwan, Han, Dongsu, Yang, Tao, Han, Insu

Table des matières: “…Self-speculative decoding (SSD) accelerates LLM inference by skipping layers to create an efficient…”
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MAGE: Multi-scale Autoregressive Generation for Offline Reinforcement Learning par Lin, Chenxing, Gao, Xinhui, Zhang, Haipeng, Li, Xinran, Wang, Haitao, Mei, Songzhu, Wen, Chenglu, Liu, Weiquan, Shen, Siqi, Wang, Cheng

Table des matières: “… of trajectories at multiple resolutions. Additionally, a condition-guided decoder is employed to exert precise…”
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Type-Based Unsourced Multiple Access Over Fading Channels in Distributed MIMO With Application to Multi-Target Localization par Okumus, Kaan, Ngo, Khac-Hoang, Durisi, Giuseppe, Ström, Erik G.

Table des matières: “…-scale fading coefficients use the same codebook. The decoder is built on the multisource approximate…”
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LocalSUG: City-Preference-Enhanced LLM for Query Suggestion in Local-Life Services par Chen, Jinwen, Zhang, Shiwen, Gong, Shuai, Zhang, Zheng, Zhao, Yachao, Wang, Lingxiang, Zhou, Haibo, Lin, Wei, Zhang, Hainan

Table des matières: “… beam-search-driven GRPO algorithm to align training with inference-time decoding and optimize relevance…”
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Ensembling Language Models with Sequential Monte Carlo par Chan, Robin Shing Moon, Liu, Tianyu, Kiegeland, Samuel, Pasti, Clemente, Vigly, Jacob Hoover, O'Donnell, Timothy J., Cotterell, Ryan, Vieira, Tim

Table des matières: “… ensembling to language models during decoding is challenging: naively aggregating next-token probabilities…”
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Instruction set for the representation of graphs par Lopez-Rubio, Ezequiel, Pascual-Gonzalez, Mario

Table des matières: “… into the graph. A key design property is that every string over the alphabet decodes to a valid graph…”
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Multi-Task Genetic Algorithm with Multi-Granularity Encoding for Protein-Nucleotide Binding Site Prediction par Gao, Yiming, Xu, Liuyi, Cui, Pengshan, Qian, Yining, Lu, An-Yang, Wang, Xianpeng

Table des matières: “…-dimensional, redundant biological data. To overcome the constraints of static fusion, a genetic algorithm…”
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Masked BRep Autoencoder via Hierarchical Graph Transformer par Li, Yifei, Wu, Kang, Wu, Wenming, Fu, Xiao-Ming

Table des matières: “…, unlabeled dataset of boundary representation (BRep) models. The success of our algorithm relies on two…”
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Q-BIOLAT: Binary Latent Protein Fitness Landscapes for QUBO-Based Optimization par Hy, Truong-Son

Table des matières: “…, decodable, and optimization-friendly latent spaces. Across multiple datasets and data regimes, we…”
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ARCS: Autoregressive Circuit Synthesis with Topology-Aware Graph Attention and Spec Conditioning par Pathak, Tushar Dhananjay

Table des matières: “… algorithms. For single-model inference, a topology-aware Graph Transformer with Best-of-3 candidate selection…”
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Waveguide to Meaning: Semantic-Aware NOMA for Pinching-Antenna Systems par Ahmed, Ishtiaque, Parvaiz, Haris, Musavian, Leila

Table des matières: “… of service (QoS) and bit-to-semantic decoding order in a heterogeneous users downlink non-orthogonal multiple…”
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A Tensor-Train Framework for Bayesian Inference in High-Dimensional Systems: Applications to MIMO Detection and Channel Decoding par Schmid, Luca, Sulz, Dominik, Chimmalgi, Shrinivas, Schmalen, Laurent

Table des matières: “…-cross algorithm initialized with a truncated Taylor-series. To demonstrate the generality…”
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Pi-HOC: Pairwise 3D Human-Object Contact Estimation par Chittupalli, Sravan, Jain, Ayush, Huang, Dong

Table des matières: “… an InteractionFormer. A SAM-based decoder then predicts dense contact on SMPL human meshes for each human-object pair…”
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Mamba Sequence Modeling meets Model Predictive Control par Cevaal, Michiel, de Jong, Thomas, Lazar, Mircea

Table des matières: “…In this paper, we consider the design of Model Predictive Control (MPC) algorithms based on Mamba…”
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Scalable Quantum Molecular Generation via GPU-Accelerated Tensor-Network Simulation par Xiao, Yu-Cheng, Chang, Jen-Yu, Kuo, Tzu-Ling, Astuti, Aninda, Wu, Shu-Chi, Ng, Ka-Lok, Wang, Yun-Yuan, Chen, Yu-Ze, Chen, Nan-Yow, Li, Tai-Yu

Table des matières: “… graphs via lightweight classical decoding with structural constraints. In CUDA-Q, we benchmark the state…”
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SymphonyGen: 3D Hierarchical Orchestral Generation with Controllable Harmony Skeleton par He, Xuzheng, Nan, Nan, Wang, Zhilin, Kang, Ziyue, Mo, Zhuoru, Li, Ao, Pan, Yu, Li, Xiaobing, Yu, Feng, Guan, Xiaohong

Table des matières: “… hierarchical framework for contemporary cinematic orchestration. SymphonyGen employs a cascading decoder…”
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Beyond Fixed Benchmarks and Worst-Case Attacks: Dynamic Boundary Evaluation for Language Models par Wang, Haoxiang, Yu, Da, Zhang, Huishuai

Table des matières: “… $0.5$ under random-sampling decoding, and propose Dynamic Boundary Evaluation (DBE), which actively…”
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ECo-MoE: Embodiment-Conditioned Mixture of Experts Increases the Evolvability of Robots par Wang, Yibin, Li, Muhan, Guo, Zihan, Kriegman, Sam

Table des matières: “… are gated by the latent coordinates of each decoded design (phenotype). This provides a scalable alternative…”
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Mitigating Object Hallucinations in Vision-Language Models through Region-Aware Attention Recalibration par Xu, Yuanzhi, Gao, Qian, Fan, Jun, Ding, Guohui, Yang, Zhenyu, Lin, Sixue, Xiao, Yuteng

Table des matières: “… - ranging from expensive data-driven fine-tuning and high-latency contrastive decoding to rigid attention…”
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