AI & ML Papers
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Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.

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OpenUS: A Fully Open-Source Foundation Model for Ultrasound Image Analysis via Self-Adaptive Masked Contrastive Learning

📝 Summary:
OpenUS is an open-source ultrasound foundation model built on a large public dataset. It uses a vision Mamba backbone and a novel self-adaptive masking framework to enhance pre-training, enabling label-efficient fine-tuning for various US tasks.

🔹 Publication Date: Published on Nov 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.11510
• PDF: https://arxiv.org/pdf/2511.11510
• Github: https://github.com/XZheng0427/OpenUS

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#OpenSource #FoundationModel #UltrasoundAI #MachineLearning #MedicalImaging
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HunyuanVideo 1.5 Technical Report

📝 Summary:
HunyuanVideo 1.5 is a lightweight, open-source video generation model achieving state-of-the-art visual quality and motion coherence. It employs an advanced DiT architecture with SSTA and an efficient video super-resolution network, enabling high-quality video creation on consumer GPUs.

🔹 Publication Date: Published on Nov 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.18870
• PDF: https://arxiv.org/pdf/2511.18870
• Github: https://github.com/Tencent-Hunyuan/HunyuanVideo-1.5

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#VideoGeneration #AI #DeepLearning #OpenSource #DiffusionModels
GigaEvo: An Open Source Optimization Framework Powered By LLMs And Evolution Algorithms

📝 Summary:
GigaEvo is an open-source framework for LLM-guided evolutionary computation, providing modular tools for complex optimization. It enhances reproducibility of AlphaEvolve-inspired methods with detailed implementations, validated on challenging problems like Heilbronn triangle placement.

🔹 Publication Date: Published on Nov 17

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.17592
• PDF: https://arxiv.org/pdf/2511.17592
• Project Page: https://airi-institute.github.io/gigaevo-cover/
• Github: https://github.com/FusionBrainLab/gigaevo-core

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#LLM #EvolutionaryAlgorithms #Optimization #OpenSource #AI
SWE-SQL: Illuminating LLM Pathways to Solve User SQL Issues in Real-World Applications

📝 Summary:
SWE-SQL introduces BIRD-CRITIC, a new benchmark for SQL issue debugging, and Six-Gym, a training environment using f-Plan Boosting. Their open-source Bird-Fixer agent surpasses proprietary LLMs like GPT-4.1 in performance, democratizing advanced SQL-debugging capabilities.

🔹 Publication Date: Published on Jun 23

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2506.18951
• PDF: https://arxiv.org/pdf/2506.18951
• Project Page: https://bird-critic.github.io
• Github: https://github.com/bird-bench/BIRD-CRITIC-1

Datasets citing this paper:
https://huggingface.co/datasets/birdsql/bird-critic-1.0-flash-exp
https://huggingface.co/datasets/birdsql/bird-critic-1.0-open
https://huggingface.co/datasets/birdsql/bird-critic-1.0-postgresql

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#SQL #LLM #AI #Debugging #OpenSource
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SWE-Bench++: A Framework for the Scalable Generation of Software Engineering Benchmarks from Open-Source Repositories

📝 Summary:
SWE-Bench++ is an automated framework generating scalable, multilingual, repository-level coding tasks from live GitHub pull requests. It overcomes manual curation limits and static datasets, offering a benchmark to evaluate and improve code generation models across 11 languages.

🔹 Publication Date: Published on Dec 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.17419
• PDF: https://arxiv.org/pdf/2512.17419
• Project Page: https://research.turing.com/swebench
• Github: https://huggingface.co/papers?q=GitHub%20pull%20requests

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#SoftwareEngineering #CodeGeneration #AIBenchmarking #MachineLearning #OpenSource
1
Simulstream: Open-Source Toolkit for Evaluation and Demonstration of Streaming Speech-to-Text Translation Systems

📝 Summary:
Simulstream is an open-source toolkit for evaluating and demonstrating streaming speech-to-text translation. It supports long-form audio, incremental decoding, and re-translation, plus offers an interactive demo interface.

🔹 Publication Date: Published on Dec 19

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.17648
• PDF: https://arxiv.org/pdf/2512.17648
• Project Page: https://pypi.org/project/simulstream/

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#SpeechToText #MachineTranslation #NLP #OpenSource #StreamingAI
1
NVIDIA Nemotron 3: Efficient and Open Intelligence

📝 Summary:
NVIDIA introduces Nemotron 3, a family of models with strong agentic, reasoning, and conversational capabilities. They feature a hybrid Mamba-Transformer MoE architecture for high throughput and long context, plus advanced post-training for tool use. The models will be openly released.

🔹 Publication Date: Published on Dec 24

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.20856
• PDF: https://arxiv.org/pdf/2512.20856

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#AI #LLM #DeepLearning #NVIDIA #OpenSource
SciEvalKit: An Open-source Evaluation Toolkit for Scientific General Intelligence

📝 Summary:
SciEvalKit is an open-source toolkit for evaluating AI models in science. It assesses scientific intelligence across diverse domains and competencies using expert-grade benchmarks and a flexible pipeline. This provides a standardized platform for scientific AI evaluation.

🔹 Publication Date: Published on Dec 26, 2025

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.22334
• PDF: https://arxiv.org/pdf/2512.22334

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#AIevaluation #ScientificAI #OpenSource #AIBenchmarks #AIResearch
HeartMuLa: A Family of Open Sourced Music Foundation Models

📝 Summary:
HeartMuLa introduces open-source music foundation models for understanding and generation. It features an LLM-based generator creating high-fidelity music with controllable attributes. This system achieves commercial-grade quality using academic resources.

🔹 Publication Date: Published on Jan 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2601.10547
• PDF: https://arxiv.org/pdf/2601.10547

🔹 Models citing this paper:
https://huggingface.co/HeartMuLa/HeartMuLa-oss-3B
https://huggingface.co/HeartMuLa/HeartCodec-oss
https://huggingface.co/HeartMuLa/HeartTranscriptor-oss

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#MusicAI #GenerativeAI #FoundationModels #LLM #OpenSource
Open-Sora 2.0: Training a Commercial-Level Video Generation Model in $200k

📝 Summary:
Open-Sora 2.0 is a commercial-level video generation model trained for only $200k. It achieves performance comparable to top models. This open-source project aims to democratize access and foster innovation in video generation.

🔹 Publication Date: Published on Mar 12, 2025

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2503.09642
• PDF: https://arxiv.org/pdf/2503.09642
• Github: https://github.com/hpcaitech/open-sora

🔹 Models citing this paper:
https://huggingface.co/hpcai-tech/Open-Sora-v2
https://huggingface.co/Compumacy/OPensora

Spaces citing this paper:
https://huggingface.co/spaces/zumwaltboi/Sora2_test
https://huggingface.co/spaces/AverageAiLiker/vidsora-magic-wand
https://huggingface.co/spaces/AverageAiLiker/bot-tks1p3jy

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#VideoGeneration #OpenSora #GenerativeAI #DeepLearning #OpenSource
MirrorBench: An Extensible Framework to Evaluate User-Proxy Agents for Human-Likeness

📝 Summary:
MIRRORBENCH is an open-source framework to evaluate large language models as human user simulators. It assesses their ability to generate human-like conversational responses across diverse tasks using various metrics, revealing systematic gaps between AI and real users.

🔹 Publication Date: Published on Jan 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2601.08118
• PDF: https://arxiv.org/pdf/2601.08118
• Github: https://github.com/SAP/mirrorbench

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#LLM #HumanLikeness #AISimulation #ConversationalAI #OpenSource
1
Xiaomi-Robotics-0: An Open-Sourced Vision-Language-Action Model with Real-Time Execution

📝 Summary:
Xiaomi-Robotics-0 is an open-sourced vision-language-action model enabling real-time, high-performance robot manipulation. It leverages large-scale pre-training and specialized methods for fast execution on real robots, achieving SOTA simulation and high real-robot success.

🔹 Publication Date: Published on Feb 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2602.12684
• PDF: https://arxiv.org/pdf/2602.12684
• Project Page: https://xiaomi-robotics-0.github.io/
• Github: https://github.com/XiaomiRobotics/Xiaomi-Robotics-0

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#Robotics #AI #VisionLanguageModels #OpenSource #RobotManipulation
Mobile-Agent-v3: Foundamental Agents for GUI Automation

📝 Summary:
This paper introduces GUI-Owl and Mobile-Agent-v3, open-source GUI agent models and frameworks. Mobile-Agent-v3 achieves new state-of-the-art performance on GUI automation benchmarks like AndroidWorld and OSWorld by building on GUI-Owl's innovations in environment infrastructure, agent capabiliti...

🔹 Publication Date: Published on Aug 21, 2025

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2508.15144
• PDF: https://arxiv.org/pdf/2508.15144
• Project Page: https://github.com/X-PLUG/MobileAgent
• Github: https://github.com/X-PLUG/MobileAgent

🔹 Models citing this paper:
https://huggingface.co/mPLUG/GUI-Owl-7B
https://huggingface.co/mPLUG/GUI-Owl-32B
https://huggingface.co/mPLUG/GUI-Owl-7B-Desktop-RL

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

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#GUIAgent #Automation #AI #OpenSource #MachineLearning
1
OpenAutoNLU: Open Source AutoML Library for NLU

📝 Summary:
OpenAutoNLU is an open-source AutoML library for NLU tasks like text classification and named entity recognition. Its key innovation is data-aware training selection requiring no manual configuration. It also offers integrated diagnostics, out-of-distribution detection, and LLM features through a...

🔹 Publication Date: Published on Mar 2

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.01824
• PDF: https://arxiv.org/pdf/2603.01824
• Project Page: https://openautonlu.dev
• Github: https://github.com/mts-ai/OpenAutoNLU

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

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#AutoML #NLU #LLM #OpenSource #MachineLearning
Building AI Coding Agents for the Terminal: Scaffolding, Harness, Context Engineering, and Lessons Learned

📝 Summary:
OPENDEV is an open-source command-line AI coding agent for autonomous software engineering assistance. It uses specialized model routing, a dual-agent architecture, and efficient context management to provide robust, terminal-first assistance. This design prevents reasoning degradation and accumu...

🔹 Publication Date: Published on Mar 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.05344
• PDF: https://arxiv.org/pdf/2603.05344

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

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#AICodingAgents #SoftwareDevelopment #CommandLine #OpenSource #ArtificialIntelligence
ToolRosetta: Bridging Open-Source Repositories and Large Language Model Agents through Automated Tool Standardization

📝 Summary:
R e u s i n g a n d i n v o k i n g e x i s t i n g c o d e r e m a i n s c o s t l y a n d u n r e l i a b l e , a s m o s t p r a c t i c a l t o o l s a r e e m b e d d e d i n h e t e r o g e n e ...

🔹 Publication Date: Published on Mar 10

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.09290
• PDF: https://arxiv.org/pdf/2603.09290
• Project Page: https://sdiaa.tech/projects

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

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#LLMAgents #OpenSource #ToolStandardization #AIResearch #DataScience
Sommelier: Scalable Open Multi-turn Audio Pre-processing for Full-duplex Speech Language Models

📝 Summary:
Full-duplex speech models need high-quality multi-speaker conversational data, which is scarce and difficult to process due to natural dialogue dynamics. This paper introduces Sommelier, a robust, scalable, open-source data processing pipeline to address this data bottleneck.

🔹 Publication Date: Published on Mar 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.25750
• PDF: https://arxiv.org/pdf/2603.25750
• Project Page: https://kyudan1.github.io/sommelier.github.io//

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#SpeechAI #AudioProcessing #DataProcessing #OpenSource #NLP
Investigating Autonomous Agent Contributions in the Wild: Activity Patterns and Code Change over Time

📝 Summary:
Researchers analyzed AI coding agent contributions to open source projects. They found increasing agent activity but higher code churn over time compared to human-authored code.

🔹 Publication Date: Published on Apr 1

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2604.00917
• PDF: https://arxiv.org/pdf/2604.00917
• Project Page: https://arxiv.org/html/2604.00917v1

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

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#AIAgents #SoftwareEngineering #OpenSource #CodeQuality #AIResearch
2
Forwarded from Machine Learning
🔖 A huge open-source course on AI Engineering from scratch

In the repository, we've collected:
— 435 lessons;
— 320+ hours of content;
— Python, TypeScript, and Rust;
— AI agents, MCP servers, prompts, and AI skills.

Moreover, almost every lesson includes practical tasks, so this isn't just theory, but a full-fledged roadmap for AI Engineering. 🚀

⛓️ Link to the repository
https://github.com/rohitg00/ai-engineering-from-scratch

#AI #MachineLearning #Python #Rust #OpenSource #Tech

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3
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Shock: A Chinese laboratory has put half of the paid video generation industry in an awkward position. 😲

You upload a photo and an audio recording — and you get a talking avatar with lip synchronization, which can maintain quality for several minutes. And all this with open source code. 🤖

What used to require a camera and editing now increasingly resembles a GitHub repository. 💻
It's called LongCat-Avatar. 🐱

GitHub - https://github.com/meituan-longcat/LongCat-Video
Weights - https://huggingface.co/meituan-longcat/LongCat-Video-Avatar-1.5

#AI #OpenSource #VideoGeneration #LongCat #TechNews #Innovation

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