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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πŸ€–πŸ§  DeepSeek-V3: Pioneering Large-Scale AI Efficiency and Open Innovation

πŸ—“οΈ 07 Nov 2025
πŸ“š AI News & Trends

The field of artificial intelligence has entered a transformative phase – one defined by scale, specialization and accessibility. As the demand for larger and more capable language models grows, the challenge lies not only in achieving state-of-the-art performance but also in doing so efficiently and sustainably. DeepSeek-AI’s latest release, DeepSeek-V3 redefines what is possible at ...

#DeepSeekV3 #AIInnovation #LargeScaleAI #OpenInnovation #ArtificialIntelligence #AIEfficiency
πŸ€–πŸ§  olmOCR: Redefining Document Understanding with Vision-Language Models

πŸ—“οΈ 07 Nov 2025
πŸ“š AI News & Trends

The digital era has seen an explosion in the amount of information stored in PDFs, scanned documents and image-based files. From research papers and corporate reports to handwritten notes and invoices, these unstructured sources hold trillions of valuable data points. Yet, extracting and converting this data into structured, machine-readable text has long been a challenge. ...

#olmOCR #DocumentUnderstanding #VisionLanguageModels #AIInnovation #UnstructuredData #DigitalTransformation
πŸ€–πŸ§  FIBO: The First JSON-Native, Open-Source Text-to-Image Model Built for Real-World Control and Accuracy

πŸ—“οΈ 07 Nov 2025
πŸ“š AI News & Trends

The world of generative AI has evolved rapidly with text-to-image tools enabling creators, marketers, designers and enterprises to bring ideas to life with unprecedented ease. However, most existing models have a clear limitation: they prioritize imagination at the cost of control. Whether producing inconsistent styles, unpredictable lighting or drifting away from user prompts, traditional models ...

#FIBO #TextToImage #GenerativeAI #OpenSource #JSONNative #RealWorldControl
✨OmniVinci: Enhancing Architecture and Data for Omni-Modal Understanding LLM

πŸ“ Summary:
OmniVinci is an open-source omni-modal LLM that improves cross-modal understanding for audio, vision, and robotics. It features innovative architecture for better embedding alignment and temporal capture, along with efficient data curation. OmniVinci outperforms competitors while using significan...

πŸ”Ή Publication Date: Published on Oct 17

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxivexplained.com/papers/omnivinci-enhancing-architecture-and-data-for-omni-modal-understanding-llm
β€’ PDF: https://arxiv.org/pdf/2510.15870
β€’ Project Page: https://nvlabs.github.io/OmniVinci/
β€’ Github: https://github.com/NVlabs/OmniVinci

πŸ”Ή Models citing this paper:
β€’ https://huggingface.co/nvidia/omnivinci

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For more data science resources:
βœ“ https://t.me/DataScienceT

#LLM #MultimodalAI #Robotics #DeepLearning #OpenSource
✨EdgeTAM: On-Device Track Anything Model

πŸ“ Summary:
EdgeTAM optimizes SAM 2 for mobile devices by addressing memory attention bottlenecks with a novel 2D Spatial Perceiver. This lightweight Transformer encodes frame-level memories to reduce computational cost. A distillation pipeline improves performance, enabling high-quality video segmentation a...

πŸ”Ή Publication Date: Published on Jan 13

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2501.07256
β€’ PDF: https://arxiv.org/pdf/2501.07256
β€’ Github: https://github.com/facebookresearch/edgetam

πŸ”Ή Models citing this paper:
β€’ https://huggingface.co/yonigozlan/EdgeTAM-hf
β€’ https://huggingface.co/facebook/EdgeTAM

✨ Spaces citing this paper:
β€’ https://huggingface.co/spaces/merve/EdgeTAM
β€’ https://huggingface.co/spaces/yonigozlan/edgetam
β€’ https://huggingface.co/spaces/facebook/EdgeTAM

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#EdgeAI #VideoSegmentation #ComputerVision #MobileAI #DeepLearning
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πŸ€–πŸ§  Kimi Linear: The Future of Efficient Attention in Large Language Models

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

The rapid evolution of large language models (LLMs) has unlocked new capabilities in natural language understanding, reasoning, coding and multimodal tasks. However, as models grow more advanced, one major challenge persists: computational efficiency. Traditional full-attention architectures struggle to scale efficiently, especially when handling long context windows and real-time inference workloads. The increasing demand for agent-like ...

#KimiLinear #EfficientAttention #LargeLanguageModels #LLM #ComputationalEfficiency #AIInnovation
πŸ€–πŸ§  Meilisearch: The Lightning-Fast, AI-Ready Search Engine for Modern Applications

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

Search is no longer a luxury feature. Today’s users expect instant, relevant results across e-commerce platforms, SaaS tools, media libraries and knowledge systems. With AI-powered experiences becoming the new standard, developers need search infrastructure that is fast, flexible, developer-friendly and ready for hybrid semantic search. This is where Meilisearch stands out. Meilisearch is an open-source, ...

#Meilisearch #AIReadySearch #LightningFast #SearchEngine #ModernApplications #OpenSource
πŸ€–πŸ§  Pixeltable: The Future of Declarative Data Infrastructure for Multimodal AI Workloads

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

In the rapidly evolving AI landscape, building intelligent applications is no longer just about having powerful models. The real challenge lies in handling complex data pipelines, integrating multiple systems and scaling multimodal workloads efficiently. Traditional AI app development stacks involve databases, vector stores, ETL pipelines, model serving layers, orchestration tools, caching systems and lineage tracking ...

#Pixeltable #DeclarativeDataInfrastructure #MultimodalAI #AIDevelopment #DataPipelines #AIWorkloads
πŸ€–πŸ§  Chandra OCR: The Future of Document Understanding and Layout-Aware Text Extraction

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

Optical Character Recognition (OCR) has evolved far beyond simply converting scanned text into digital characters. With the rise of artificial intelligence and large language models, the industry is shifting toward intelligent document understanding where structure, context and visual elements matter as much as the text itself. In this landscape, Chandra emerges as a breakthrough solution. ...

#ChandraOCR #DocumentUnderstanding #LayoutAwareText #OpticalCharacterRecognition #AIDocumentProcessing #IntelligentOCR
πŸ€–πŸ§  LMCache: Accelerating LLM Inference With Next-Generation KV Cache Technology

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

As large language models (LLMs) continue to scale in size and complexity, organizations face an increasingly critical challenge: serving models efficiently in real-world applications. While LLM capabilities are rapidly evolving, the bottleneck of inference performance remains a major limitation especially when dealing with long-context workloads or high-traffic enterprise environments. This is where LMCache steps in. ...

#LMCache #LLMInference #KVCache #LargeLanguageModels #AIAcceleration #NextGenTechnology
πŸ€–πŸ§  Dify: A Powerful #1 Production-Ready Platform for Building Advanced LLM Applications

πŸ—“οΈ 08 Nov 2025
πŸ“š AI News & Trends

The rapid growth of AI has made large language models (LLMs) an essential component for automation, content creation, data intelligence and workflow optimization. But moving AI concepts from prototype to production has traditionally required significant engineering effort, infrastructure planning and model-orchestration expertise. Dify changes that entirely. Dify is an open-source platform designed to help developers, ...

#Dify #LLMApplications #ProductionReady #AIPower #LargeLanguageModels #OpenSourcePlatform
✨JoyAgent-JDGenie: Technical Report on the GAIA

πŸ“ Summary:
This paper introduces JoyAgent-JDGenie, a generalist AI agent architecture. It integrates multi-agent planning, hierarchical memory, and advanced tools to achieve superior performance across diverse tasks, outperforming baselines and approaching proprietary systems.

πŸ”Ή Publication Date: Published on Oct 1

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2510.00510
β€’ PDF: https://arxiv.org/pdf/2510.00510
β€’ Github: https://github.com/jd-opensource/joyagent-jdgenie

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#AIAgent #GeneralistAI #MultiAgentSystems #AIResearch #MachineLearning
nature papers: 2000$

Q1 and  Q2 papers    1000$

Q3 and Q4 papers   500$

Doctoral thesis (complete)    700$

M.S thesis         300$

paper simulation   200$

Contact me @husseinsheikho
πŸ€–πŸ§  Open WebUI: The Most Powerful Self-Hosted AI Platform for Local and Private LLMs

πŸ—“οΈ 09 Nov 2025
πŸ“š AI News & Trends

In the rapidly evolving landscape of artificial intelligence, the ability to run large language models securely and efficiently has become a major priority for developers, enterprises and privacy-focused users. While cloud-based AI services are convenient, they rely heavily on remote servers, internet access and third-party control. This is where Open WebUI stands out as a ...

#OpenWebUI #SelfHostedAI #PrivateLLMs #LocalAI #AISecurity #OpenSourcePlatform
πŸ€–πŸ§  Generative AI for Beginners: A Complete Guide to Microsoft’s Free Course

πŸ—“οΈ 09 Nov 2025
πŸ“š AI News & Trends

Generative AI has rapidly shifted from an emerging technology to a foundation of modern digital innovation. From automated writing assistants and AI chatbots to image generators and intelligent search engines, generative AI is transforming industries and shaping the future of work. Whether you are a student, a budding developer or a technology enthusiast, learning generative ...

#GenerativeAI #BeginnersGuide #MicrosoftAI #FreeCourse #AIEducation #DigitalInnovation
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✨ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

πŸ“ Summary:
ComfyUI-Copilot is an LLM and multi-agent system that enhances ComfyUI's usability. It provides intelligent recommendations and automated one-click workflow construction, lowering entry barriers for beginners and boosting efficiency for experienced users.

πŸ”Ή Publication Date: Published on Jun 5

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2506.05010
β€’ PDF: https://arxiv.org/pdf/2506.05010
β€’ Project Page: https://x.com/wangly0229/status/1923515826713526583
β€’ Github: https://github.com/AIDC-AI/ComfyUI-Copilot

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#LLM #MultiAgent #ComfyUI #AI #WorkflowAutomation
✨OpenVoice: Versatile Instant Voice Cloning

πŸ“ Summary:
OpenVoice is a versatile voice cloning method using a short audio clip. It provides flexible control over voice styles and achieves zero-shot cross-lingual cloning for new languages without extensive training data. It is also highly efficient.

πŸ”Ή Publication Date: Published on Dec 3, 2023

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2312.01479
β€’ PDF: https://arxiv.org/pdf/2312.01479
β€’ Github: https://github.com/myshell-ai/openvoice

πŸ”Ή Models citing this paper:
β€’ https://huggingface.co/rsxdalv/OpenVoiceV2
β€’ https://huggingface.co/ameerazam08/Udiff
β€’ https://huggingface.co/flopml/OpenVoice-v2

✨ Datasets citing this paper:
β€’ https://huggingface.co/datasets/tsinghua-ee/QualiSpeech
β€’ https://huggingface.co/datasets/dlxjj/Openvoice
β€’ https://huggingface.co/datasets/Pendrokar/open_tts_tracker

✨ Spaces citing this paper:
β€’ https://huggingface.co/spaces/Russell1123213123/testOpenVoice
β€’ https://huggingface.co/spaces/gauthamk28/gauthamk28_voice
β€’ https://huggingface.co/spaces/blayks07/OpenVoice-main

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#VoiceCloning #AIResearch #SpeechSynthesis #ZeroShotLearning #CrossLingualAI
✨Too Good to be Bad: On the Failure of LLMs to Role-Play Villains

πŸ“ Summary:
LLMs struggle to authentically role-play villains due to safety alignment, showing a monotonic decline in fidelity as character morality decreases. The Moral RolePlay benchmark reveals models struggle with traits like deceit and manipulation, highlighting a tension between model safety and creati...

πŸ”Ή Publication Date: Published on Nov 7

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2511.04962
β€’ PDF: https://arxiv.org/pdf/2511.04962
β€’ Github: https://github.com/Tencent/DigitalHuman/tree/main/RolePlay_Villain

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#LLM #AI #AISafety #RolePlaying #NLP
✨Visual Spatial Tuning

πŸ“ Summary:
Visual Spatial Tuning VST is a framework that progressively trains Vision-Language Models VLMs using specialized datasets VST-P for spatial perception and VST-R for reasoning. VST achieves state-of-the-art results on spatial benchmarks without harming general VLM capabilities, leading to more phy...

πŸ”Ή Publication Date: Published on Nov 7

πŸ”Ή Paper Links:
β€’ arXiv Page: https://arxiv.org/abs/2511.05491
β€’ PDF: https://arxiv.org/pdf/2511.05491
β€’ Project Page: https://yangr116.github.io/vst_project/
β€’ Github: https://github.com/Yangr116/VST

==================================

For more data science resources:
βœ“ https://t.me/DataScienceT

#VisionLanguageModels #SpatialAI #ComputerVision #DeepLearning #AIResearch