ML Research Hub
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Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.

Admin: @HusseinSheikho || @Hussein_Sheikho
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WiLoR: End-to-end 3D Hand Localization and Reconstruction in-the-wild

Paper: https://arxiv.org/pdf/2409.12259v1.pdf

Code: https://github.com/rolpotamias/WiLoR

Datasets: FreiHAND - HO-3D v2 - COCO-WholeBody

https://t.me/DataScienceT 🏡
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πŸ”₯Model Inversion Attack ToolBox v2.0πŸ”₯

πŸ–₯ Github: https://github.com/ffhibnese/model-inversion-attack-toolbox

πŸ“• Paper: https://arxiv.org/abs/2410.05159v1

πŸ€— Dataset: https://paperswithcode.com/dataset/ffhq
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Generalizable and Animatable Gaussian Head Avatar

πŸ–₯ Github: https://github.com/xg-chu/gagavatar

πŸ“• Paper: https://arxiv.org/abs/2410.07971v1

https://t.me/DataScienceT 🏡
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Efficiently Democratizing Medical LLMs for 50 Languages via a Mixture of Language Family Experts

πŸ’» Github: https://github.com/freedomintelligence/apollomoe

πŸ”– Paper: https://arxiv.org/abs/2410.10626v1

πŸ€— Dataset: https://paperswithcode.com/dataset/mmlu

https://t.me/DataScienceT 🏡
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Forwarded from Tomas
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SAM2Long: Enhancing SAM 2 for Long Video Segmentation with a Training-Free Memory Tree

πŸ–₯ Github: https://github.com/mark12ding/sam2long

πŸ“• Paper: https://arxiv.org/abs/2410.16268v1

πŸ€— HF: https://huggingface.co/papers/2410.16268
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πŸ“– LLM-Agent-Paper-List is a repository of papers on the topic of agents based on large language models (LLM)! The papers are divided into categories such as LLM agent architectures, autonomous LLM agents, reinforcement learning (RL), natural language processing methods, multimodal approaches and tools for developing LLM agents, and more.

πŸ–₯ Github

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Don’t sleep on Vision Language Models (VLMs).

With the releases of Llama 3.2 and ColQwen2, multimodal models are gaining more and more traction.

VLMs are multimodal models that can handle image and text modalities:

Input: Image and text
Output: Text

They can be used for many use cases, including visual question answering or document understanding (as in the case of ColQwen2).

How do they work under the hood?

The main challenge in VLMs is to unify the image and text representations.

For this, a typical VLM architecture consists of the following components:

β€’ image encoder (e.g., CLIP, SigLIP)
β€’ embedding projector to align image and text representations
β€’ text decoder (e.g., Vicuna, Gemma)

huggingface.co/blog/vlms

https://t.me/DataScienceT
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Forwarded from Data Science Library
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Constrained Diffusion Implicit Models!

We use diffusion models to solve noisy inverse problems like inpainting, sparse-recovery, and colorization. 10-50x faster than previous methods!

Paper: arxiv.org/pdf/2411.00359

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