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Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)

ACM Conference on Recommender Systems, 2022
For a long time, different recommendation tasks require designing task-specific architectures and training objectives. As a result, it is hard to transfer the knowledge and representations from one task to another, thus restricting the generalization ...
Shijie Geng   +4 more
semanticscholar   +1 more source

Toward Unified Token Learning for Vision-Language Tracking

IEEE transactions on circuits and systems for video technology (Print), 2023
In this paper, we present a simple, flexible and effective vision-language (VL) tracking pipeline, termed MMTrack, which casts VL tracking as a token generation task.
Yaozong Zheng   +5 more
semanticscholar   +1 more source

Unified Vision-Language-Action Model

arXiv.org
Vision-language-action models (VLAs) have garnered significant attention for their potential in advancing robotic manipulation. However, previous approaches predominantly rely on the general comprehension capabilities of vision-language models (VLMs) to ...
Yu-Quan Wang   +7 more
semanticscholar   +1 more source

AnyGPT: Unified Multimodal LLM with Discrete Sequence Modeling

Annual Meeting of the Association for Computational Linguistics
We introduce AnyGPT, an any-to-any multimodal language model that utilizes discrete representations for the unified processing of various modalities, including speech, text, images, and music.
Jun Zhan   +15 more
semanticscholar   +1 more source

Show-o2: Improved Native Unified Multimodal Models

arXiv.org
This paper presents improved native unified multimodal models, \emph{i.e.,} Show-o2, that leverage autoregressive modeling and flow matching. Built upon a 3D causal variational autoencoder space, unified visual representations are constructed through a ...
Jinheng Xie   +2 more
semanticscholar   +1 more source

Requirements change management based on object-oriented software engineering with unified modeling language

2016 7th IEEE International Conference on Software Engineering and Service Science (ICSESS), 2016
Jessada Tomyim, A. Pohthong
semanticscholar   +1 more source

Transforming heat transfer with thermal metamaterials and devices

Nature Reviews Materials, 2021
Ying Li, Wei Li, Tiancheng Han
exaly  

A unified description of non-radiative voltage losses in organic solar cells

Nature Energy, 2021
Xian-Kai Chen, Deping Qian, Yuming Wang
exaly  

Large language models in medicine

Nature Medicine, 2023
Arun James Thirunavukarasu
exaly  

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