# 🔬 Research

| Research | Links |
|----------|-----------|
| 🧠📊 Autodata: An Agentic Data Scientist for High-Quality Synthetic Data 📊🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7477043833331945472-Y_oP/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2606.25996) |
| 🧠🔬 EvoScientist: Towards Multi-Agent Evolving AI Scientists for End-to-End Scientific Discovery 🔬🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7469060082991816704-vnsU/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2603.08127) |
| AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7466423296759201792-0nLH/?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2605.28655) |
| 🧠🔎 OpenResearcher: A Fully Open Pipeline for Long-Horizon Deep Research Trajectory Synthesis 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7463857342187732992-XkUK?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2603.20278) |
| 🧠🔍 MiroMind.ai MiroThinker-1.7 & H1: Towards Heavy-Duty Research Agents via Verification 🔍🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7461321805425770496-ZucQ?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2603.15726) |
| 🧠🔎 Beyond Semantic Similarity: Rethinking Retrieval for Agentic Search via Direct Corpus Interaction 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7460586186856738816-Ctgw?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2605.05242) |
| 🧠🔬 Toward Autonomous Long-Horizon Engineering for ML Research 🔬🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7450841015239778304-FsqC) · [Paper](https://arxiv.org/pdf/2604.13018) |
| 🧠🔎 Marco DeepResearch: Unlocking Efficient Deep Research Agents via Verification-Centric Design 🔎🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7444832528189882368-3W06) · [Paper](https://arxiv.org/pdf/2603.28376) |
| 🧠📝 FactReview: Evidence-Grounded Reviews with Literature Positioning and Execution-Based Claim Verification 📝🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7448437218735628288-yfwT) · [Paper](https://arxiv.org/pdf/2604.04074) |
| 🧠📝 PaperOrchestra: A Multi-Agent Framework for Automated AI Research Paper Writing 📝🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7447712408158031874-6QQW) · [Paper](https://arxiv.org/pdf/2604.05018) |
| 🧠🗂️ OMNIMEM: Autoresearch-Guided Discovery of Lifelong Multimodal Agent Memory 🗂️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7446308124216713216-Mgqm) · [Paper](https://arxiv.org/pdf/2604.01007) |
| 🔎🧪 Dr. Zero: Self-Evolving Search Agents without Training Data 🧪🔎 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7417963670715949057-bcW9) · [Paper](https://arxiv.org/pdf/2601.07055) |
| 🧠 ClawInstitute: A Research Exchange for AI Scientists | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7439595936936308736-6X03) · [Paper](https://clawinstitute.aiscientist.tools/blog) |
| Discovering Multiagent Learning Algorithms with Large Language Models | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7436478344713519104-FdM5) · [Paper](https://arxiv.org/pdf/2602.16928) |
| Insight Agents: An LLM-Based Multi-Agent System for Data Insights | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7422898592476164096-AwBT) · [Paper](https://arxiv.org/pdf/2601.20048) |
| 🗺♿ StreetReaderAI: Making Street View Accessible Using Context-Aware Multimodal AI ♿🗺 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7389704395686297601-jeLT) · [Paper](https://arxiv.org/pdf/2508.08524) |
| 🎬📚 Paper2Video: Automatic Video Generation from Scientific Papers 📚🎬 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7389344664245489664-4waj) · [Paper](https://arxiv.org/abs/2510.05096) |
| 🧪🧬 An Encoder-Decoder Foundation Chemical Language Model for Generative Polymer Design 🧬🧪 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387187521333481472-nQdU) · [Paper](https://arxiv.org/abs/2510.18860) |
| 🧪🔬 Hypothesis Hunting with Evolving Networks of Autonomous Scientific Agents 🔬🧪 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387423925321891840-W6Ql) · [Paper](https://arxiv.org/pdf/2510.08619) |
| 📊 DeepAnalyze: Agentic Large Language Models for Autonomous Data Science 📊🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7387174217659805697-gu1y) · [Paper](https://arxiv.org/pdf/2510.16872) |
| 🧪👓🤝 LabOS: The AI-XR Co-Scientist That Sees and Works With Humans 🤝👓🧪 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7386836724464812032-Vih6) · [Paper](https://arxiv.org/abs/2510.14861) |
| Accelerating Scientific Discovery with Autonomous Goal-evolving Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7413640948410212353-BiIW) · [Paper](https://arxiv.org/abs/2512.21782) |
| 🎧🗣 Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap 🗣🎧 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7378459833210945536-xyvZ) · [Paper](https://arxiv.org/pdf/2509.16325) |
| 🤖🧠 Agentic Large Language Models: A Survey 🧠🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7403874825888317440-Osj3) · [Paper](https://arxiv.org/pdf/2503.23037) |
| OmniScientist: Toward a Co-evolving Ecosystem of Human and AI Scientists | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7401004926363009024-5Rju) · [Paper](https://arxiv.org/pdf/2511.16931) |
| Multi-Agent Deep Research: Training Multi-Agent Systems with M-GRPO | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7398675277448392704-pzBb) · [Paper](https://arxiv.org/pdf/2511.13288) |
| Scientific Algorithm Discovery by Augmenting AlphaEvolve with Deep Research | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7389024074766651392-4Uh-) · [Paper](https://arxiv.org/pdf/2510.06056) |
| Deep Researcher with Test-Time Diffusion | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7381410593251065856-E4HM) · [Paper](https://arxiv.org/pdf/2507.16075) |
| 🤖📄 Paper2Agent: Reimagining Research Papers As Interactive and Reliable AI Agents 📄🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7377001444182351872-N6Tf) · [Paper](https://arxiv.org/pdf/2509.06917) |
| 🤖🏆 Agentic Reward Modeling: Integrating Human Preferences with Verifiable Correctness Signals | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7302769863830233089-7nG6) · [Paper](https://arxiv.org/pdf/2502.19328) |
| 🤖️ ConvoGen: Enhancing Conversational AI with Synthetic Data and Multi-Agent Collaboration | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7311838154292916224-EB-q) · [Paper](https://arxiv.org/pdf/2503.17460) |
| 🤖🔎 Universal Deep Research: Bring Your Own Model and Strategy 🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7370516104877682688-HIY8) · [Paper](https://arxiv.org/pdf/2509.00244) |
| 🔎📄 Understanding DeepResearch via Reports 📄🔎 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7383568289903329280-Q7th) · [Paper](https://arxiv.org/pdf/2510.07861) |
| 🤖🔎🌐 Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Async RL 🌐🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7361829827546406913-Jc22) · [Paper](https://arxiv.org/pdf/2508.07976) |
| 🤖🔎🌐 WebWatcher: A Multimodal Deep-Research Agent for Vision+Language 🌐🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7361823546127376386-OnTD) · [Paper](https://arxiv.org/pdf/2508.05748) |
| 🤖🧭⚙️ TURA: Tool-Augmented Unified Retrieval Agent for AI Search ⚙️🧭🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7359954145748905984-rroO) · [Paper](https://arxiv.org/pdf/2508.04604) |
| 🔎🕸 GRAPHSEARCH: An Agentic Deep Searching Workflow for Graph Retrieval-Augmented Generation 🕸🔎 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7378856504021565441-g2fF) · [Paper](https://arxiv.org/pdf/2509.22009) |
| 🤖🔍✨ MLE-STAR: Machine Learning Engineering Agent via Search and Targeted Refinement ✨🔍🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrarchitects-activity-7357409602868494336-7rey) · [Paper](https://arxiv.org/pdf/2506.15692) |
| 🤖🌐 Mind2Web 2: Evaluating Agentic Search with Agent-as-a-Judge 🌐🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7345265937408765952-65OW) · [Paper](https://arxiv.org/abs/2506.21506) |
| 🖼️🤖 Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers 🤖🖼️ | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7342098802377383936-Ti6q) · [Paper](https://arxiv.org/abs/2505.21497) |
| 🤖🧪 AI-Researcher: Autonomous Scientific Innovation 🧪🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341934848271335424-SgOz) · [Paper](https://arxiv.org/abs/2505.18705) |
| 🧠📒 Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models 📒🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7382683938667880448-kj6K) · [Paper](https://arxiv.org/abs/2510.04618) |
| 🧰 Democratizing AI Scientists using ToolUniverse 🧰🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7379236836667179008-8bRZ) · [Paper](https://arxiv.org/pdf/2509.23426) |
| 🧪🔬 DeepScientist: Advancing Frontier-Pushing Scientific Findings Progressively 🔬🧪 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7382410832627822592-jD7H) · [Paper](https://arxiv.org/pdf/2509.26603) |
| 🤖💻 Paper2Code: Automating Code Generation from Scientific Papers in Machine Learning 💻🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341925691350765569-GZws) · [Paper](https://arxiv.org/abs/2504.17192) |
| 🤖🧪 Agent Laboratory: Using LLM Agents as Research Assistants 🧪🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341879198770262017-xGtB) · [Paper](https://arxiv.org/abs/2501.04227) |
| 🤖🧠 AUTOMIND: Adaptive Knowledgeable Agent for Automated Data Science 🧠🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7339192268714565635-9gB3) · [Paper](https://arxiv.org/abs/2506.10974) |
| 🤖 DS-STAR: Data Science Agent via Iterative Planning and Verification 📊🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7379563049902313473-DVZl) · [Paper](https://research.google/pubs/ds-star-data-science-agent-via-iterative-planning-and-verification/) |
| 🤖🔬 NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to Verification 🔬🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7335861608293748737-duOQ) · [Paper](https://arxiv.org/abs/2505.16938) |
| ⚙️ ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution ⚙️🧬 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7377422534436257792-Tiih) · [Paper](https://arxiv.org/pdf/2509.19349) |
| 🤖🚀 Darwin Godel Machine: Open-Ended Evolution of Self-Improving Agents 🚀🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7335490412465340418-D5yW) · [Paper](https://arxiv.org/pdf/2505.22954) |
| 🤖🌀 Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI 🌀🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7333674387876802560-BVxm) · [Paper](https://arxiv.org/abs/2505.19443) |
| 🤖🔗 Topological Structure Learning Should Be A Research Priority for LLM-Based Multi-Agent Systems 🔗🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7334972751125921792-B9ad) · [Paper](https://arxiv.org/pdf/2505.22467) |
| 🤖📊 AgentRewardBench: Evaluating Automatic Evaluations of Web Agent Trajectories | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7318020890359738368-eGX5) · [Paper](https://arxiv.org/pdf/2504.08942) |
| 🤖🧪🧠 The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316478410250244098-2SNO) · [Paper](https://arxiv.org/pdf/2504.08066) |
| 🤖🔬 SciReplicate-Bench: Benchmarking LLMs in Agent-driven Algorithmic Reproduction from Research Papers | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7313146338337038338-o6lN) · [Paper](https://arxiv.org/pdf/2504.00255) |
| 🤖🔬 Towards Scientific Intelligence: A Survey of LLM-based Scientific Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7312867958878285826-y5_G) · [Paper](https://arxiv.org/pdf/2503.24047) |
| 🤖🔬 MAPS: A Multi-Agent Framework for Scientific Problem Solving with Big Seven Personality and Socratic Guidance | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7309993826482348032-pW40) · [Paper](https://arxiv.org/pdf/2503.16905) |
| 🤖🔬 MLGym: Enabling LLM Research Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7299253945632264192-pfnI) · [Paper](https://arxiv.org/pdf/2502.14499) |
| 🤖🔎🧠 Automated Hypothesis Validation with Agentic Sequential Falsifications | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7298706052458422272-E6lH) · [Paper](https://arxiv.org/abs/2502.09858) |
| 🤖🔎🧠 Towards Google AI Co-Scientist | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7298007564053561345-3OBl) · [Paper](https://arxiv.org/pdf/2502.18864) |
| 🤖🔍 CollEX: A Multimodal Agentic RAG System Enabling Interactive Exploration of Scientific Collections | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7316573198714601472-ZVhT) · [Paper](https://arxiv.org/pdf/2504.07643) |
| 🤖🔗 Empowering Scientific Workflows with Federated Agents 🔗🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7326810724670791681-aLb8) · [Paper](https://arxiv.org/pdf/2505.05428) |
| 🐝🤖 Benchmarking LLMs' Swarm Intelligence 🤖🐝 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7326540862379716608-hY-_) · [Paper](https://arxiv.org/pdf/2505.04364) |
