Tag: Multimodal Systems

All the articles with the tag "Multimodal Systems".

• LoRE-Merging: Exploring Low-Rank Estimation For Large Language Model Merging

  Published: 28 May, 2025 |  at  11:22 AM

  

  91.54 🤔

  本文提出LORE-MERGING框架，通过低秩估计构建近似基础模型和任务向量，无需访问原始基础模型即可实现模型合并，并在多个基准数据集上展现出优于传统方法的性能。

• GCN-Based Throughput-Oriented Handover Management in Dense 5G Vehicular Networks

  Published: 14 May, 2025 |  at  11:06 AM

  

  91.51 🤔

  This paper introduces TH-GCN, a Graph Convolutional Network-based approach for handover management in dense 5G vehicular networks, which models dynamic network conditions to reduce handovers by up to 78% and improve signal quality and throughput through real-time, topology-aware decisions.

• LiteWebAgent: The Open-Source Suite for VLM-Based Web-Agent Applications

  Published: 14 May, 2025 |  at  11:12 AM

  

  90.54 🤔

  LiteWebAgent is an open-source suite for VLM-based web agents that bridges the gap in production-ready solutions by offering an extensible framework with decoupled action generation and grounding, advanced planning, memory, tree search, and practical deployments via Vercel and Chrome extension.

• Towards Minimizing Feature Drift in Model Merging: Layer-wise Task Vector Fusion for Adaptive Knowledge Integration

  Published: 4 Jun, 2025 |  at  11:28 AM

  

  89.30 🤔

  本文提出逐层最优任务向量合并（LOT Merging）方法，通过最小化特征漂移优化模型合并过程，在视觉和视觉-语言任务上显著优于无训练基线方法，平均准确率提升高达4.4%。

• Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations

  Published: 8 May, 2025 |  at  10:22 AM

  

  89.20 🤔

  The Video Prediction Policy (VPP) introduces a novel generalist robot policy that leverages predictive visual representations from fine-tuned video diffusion models to learn implicit inverse dynamics, achieving significant improvements of 41.5% on the Calvin ABC→D benchmark and 31.6% in real-world dexterous manipulation tasks over state-of-the-art baselines.