Posts

All the articles I've posted.

• Improving the Language Understanding Capabilities of Large Language Models Using Reinforcement Learning

  Published: 5 Jun, 2025 |  at  11:24 AM

  

  87.16 🤔

  本文通过将自然语言理解任务转化为强化学习问题，使用PPO算法微调中小规模LLMs，在GLUE和SuperGLUE基准上显著提升性能，超越监督微调和BERT-large，并展现出优于GPT-4o的零样本泛化能力。

• Can Pruning Improve Reasoning? Revisiting Long-CoT Compression with Capability in Mind for Better Reasoning

  Published: 22 May, 2025 |  at  11:18 AM

  

  87.16 🤔

  本文提出Prune-on-Logic框架，通过将长链思维（Long-CoT）转化为逻辑图并选择性剪枝低效验证步骤，在提升小型语言模型（SLMs）推理准确率的同时降低推理成本，揭示了剪枝作为能力对齐策略的潜力。

• 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.