However, nowadays, we are still facing a big gap between AI and human in performing tasks as simple as web navigation and manipulation. With this in mind, we developed Magma, a foundation model for multimodal agents. We are striving for a single foundation model, which is a large multimodal...
Jianwei Yang, Principal Researcher, Microsoft Research Redmond, introduces Magma, a new multimodal agentic foundation model designed for UI navigation in digital environments and robotics manipulation in physical settings. It covers two new techniques, Set-of-Mark and Trace-of-Mark, for action ...
The profile module serves as the foundation for agent design, exerting significant influence on the agent memorization, planning, and action procedures. 2.1.2 内存模块(Memory module) 内存模块在代理架构设计中起着非常重要的作用。它存储从环境中感知到的信息,并利用记录的记忆来促进未来的行动。记忆模块...
Overall, we believe that pre-training a large-scale multimodal foundation model is indeed a potential approach to achieving AGI. Fig. 1: Overarching concept of our BriVL model with weak training data assumption. a Comparison between the human brain and our multimodal foundation model BriVL (...
This paper proposes a multimodal biometric recognition framework with integrated large models (MILD). The framework incorporates foundational large models for audio, language, and images, and innovatively designs modality adapters and multimodal decoders to address the semantic alignment issue of large ...
MusicAgent: An AI Agent for Music Understanding and Generation with Large Language Models (18 Oct 2023)Dingyao Yu, Kaitao Song, Peiling Lu, et al.Dingyao Yu, Kaitao Song, Peiling Lu, Tianyu He, Xu Tan, Wei Ye, Shikun Zhang, Jiang Bian Llark: A multimodal foundation model for music ...
John A. Bateman. Multimodality and genre: A foundation for the systematic analysis of multimodal documents. 来自 Semantic Scholar 喜欢 0 阅读量: 472 作者:Wright,Patricia 摘要: A 15-year-old boy ingested the core of two seeds of a fruit of Joannesia princeps, a large tree sometimes found ...
A multimodal large-scale model, characterized by its open-source nature, closely emulates the functionalities of the GPT4V/Qwen-VL-Plus model. Built upon the foundation of Qwen-72b-Chat, CatVision in handling inputs that combine both images and text. This model is designed to effectively follow...
Multimodal Instruction Tuning Multimodal In-Context Learning Multimodal Chain-of-Thought LLM-Aided Visual Reasoning Foundation Models Others Awesome Datasets Datasets of Pre-Training for Alignment Datasets of Multimodal Instruction Tuning Datasets of In-Context Learning Datasets of Multimodal Chain-of-Thought...
AppAgent: multimodal agents as smartphone users. 2023, arXiv preprint arXiv: 2312.13771 Madaan A, Tandon N, Clark P, Yang Y. Memory-assisted prompt editing to improve GPT-3 after deployment. In: Proceedings of 2022 Conference on Empirical Methods in Natural Language Processing. 2022, 2833–...