Tag: Efficiency

All the articles with the tag "Efficiency".

• SelfBudgeter: Adaptive Token Allocation for Efficient LLM Reasoning

  Published: 22 May, 2025 |  at  11:12 AM

  

  87.16 🤔

  SelfBudgeter通过自适应令牌预算预测和强化学习优化，在MATH数据集上实现74.47%响应长度压缩，同时保持接近原始准确性，显著提升大型推理模型的效率。

• Deformable Beta Splatting

  Published: 8 May, 2025 |  at  11:07 AM

  

  87.15 🤔

  Deformable Beta Splatting (DBS) enhances real-time radiance field rendering by introducing deformable Beta Kernels for superior geometric fidelity, Spherical Beta for efficient color encoding, and kernel-agnostic MCMC optimization, achieving state-of-the-art visual quality with 45% fewer parameters and 1.5x faster rendering than 3DGS-MCMC.

• UnifyFL: Enabling Decentralized Cross-Silo Federated Learning

  Published: 8 May, 2025 |  at  10:21 AM

  

  87.15 🤔

  UnifyFL proposes a decentralized cross-silo federated learning framework using Ethereum blockchain and IPFS to enable trust-based collaboration among organizations, achieving comparable accuracy to centralized FL with flexible aggregation policies and efficient handling of stragglers through synchronous and asynchronous modes.

• Two Is Better Than One: Rotations Scale LoRAs

  Published: 3 Jun, 2025 |  at  11:30 AM

  

  87.12 🤔

  本文提出 *RadarGate*，一种基于几何的门控方法，通过旋转和拉伸操作增强 LoRA-MoE 的表达能力，在拟合、泛化和可扩展性方面显著优于现有方法，实验结果在 6 个基准数据集的 21 个任务上得到验证。

• PASER: Post-Training Data Selection for Efficient Pruned Large Language Model Recovery

  Published: 2 Jun, 2025 |  at  11:32 AM

  

  87.10 🤔

  PASER提出了一种针对剪枝后大语言模型能力恢复的后训练数据选择方法，通过语义聚类、能力退化感知选择和负面效应缓解，在有限数据预算下显著提升恢复性能并降低计算成本。