# 🧠 Reasoning

| Research | Links |
|----------|-----------|
| 🧠🗂️ EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning 🗂️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7468011627347443712-6hk5?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2601.02163) |
| 🧠🕸️ Rethinking Memory as Continuously Evolving Connectivity 🕸️🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7465808958751096832-nTrT?utm_source=share&utm_medium=member_desktop&rcm=ACoAAANl-ukBNmz5qhlJOrQNtSt-ajHYfLd2Bvc) · [Paper](https://arxiv.org/pdf/2605.28773) |
| ParamMem: Augmenting Language Agents with Parametric Reflective Memory | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7442291498911612928-hl6O) · [Paper](https://arxiv.org/pdf/2602.23320) |
| Memex(RL): Scaling Long-Horizon LLM Agents via Indexed Experience Memory | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7439317077967949825-tsAm) · [Paper](https://arxiv.org/pdf/2603.04257) |
| MemRL: Self-Evolving Agents via Runtime Reinforcement Learning on Episodic Memory | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7418276906594336768-aQz_) · [Paper](https://arxiv.org/pdf/2601.03192) |
| AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7414035187216404481-v6Vv) · [Paper](https://arxiv.org/abs/2512.23343) |
| Brain-Inspired Graph Multi-Agent Systems for LLM Reasoning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7441847742311731200-KMfy) · [Paper](https://arxiv.org/pdf/2603.15371) |
| 🧠🛠 Act Wisely: Cultivating Meta-Cognitive Tool Use in Agentic Multimodal Models 🛠🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7449173757954359296-8nBs) · [Paper](https://arxiv.org/pdf/2604.08545) |
| 🧠🧩 Agentic Reasoning for Large Language Models 🧩🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7420859537328549888-GXvp) · [Paper](https://arxiv.org/pdf/2601.12538) |
| Agent-R1: Training Powerful LLM Agents with End-to-End Reinforcement Learning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7399201688416399360-S66g) · [Paper](https://arxiv.org/pdf/2511.14460) |
| Solving a Million-Step LLM Task with Zero Errors | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7398097169012101122-5tPU) · [Paper](https://arxiv.org/pdf/2511.09030) |
| Demystifying Reinforcement Learning in Agentic Reasoning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_foraiscientists-forairesearchers-foraiarchitects-activity-7383919273938771968-v3OA) · [Paper](https://arxiv.org/pdf/2510.11701) |
| 🤖🧠 Unlocking the Power of Multi-Agent LLM for Reasoning: From Lazy Agents to Deliberation 🧠🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-share-7392867484627898368-UkK4) · [Paper](https://arxiv.org/pdf/2511.02303) |
| 🤖🔎 SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents 🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7372714437260181504-fSLY) · [Paper](https://arxiv.org/abs/2509.06283) |
| 🤖🧮 THOR: Tool-Integrated Hierarchical Optimization via RL for Mathematical Reasoning 🧮🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7378116495232544768-HLLK) · [Paper](https://arxiv.org/pdf/2509.13761) |
| 🤖🧮 Microsoft rStar2-Agent: Agentic Reasoning Technical Report 🧮🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7370028809670193152-w-6i) · [Paper](https://arxiv.org/pdf/2508.20722) |
| 🤖🩺 KERAP: Knowledge-Enhanced Reasoning for Zero-Shot Medical Diagnosis 🩺🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7348056953564139520-glgh) · [Paper](https://arxiv.org/abs/2507.02773) |
| 🤖🔍 Decoupled Planning and Execution: A Hierarchical Reasoning Framework for Deep Search 🔍🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7347738518816751616-eHcx) · [Paper](https://arxiv.org/abs/2507.02652) |
| 🤖🎞️ VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning 🎞️🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7341903892609191938-D-B1) · [Paper](https://arxiv.org/abs/2503.13444) |
| 🤖🧠 Two Heads are Better Than One: Test-time Scaling of Multiagent Collaborative Reasoning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7318304016935837699-Fro0) · [Paper](https://arxiv.org/pdf/2504.09772) |
| 🤖🧠 Minimizing Hallucinations in LLM-Based Multi-Agent Systems with Debate & Voting | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7311560779172864000-TxZh) · [Paper](https://doi.org/10.3390/app15073676) |
| 🤖♟️ SPIN-Bench: Testing LLMs in Strategic Planning and Social Reasoning | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7307655716972949522-Sjp-) · [Paper](https://arxiv.org/pdf/2503.12349.pdf) |
| 🤖🩺 MedR-Bench: Quantifying The Reasoning Abilities of LLMs on Real-world Clinical Cases | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7304225248403456000-7bHA) · [Paper](https://arxiv.org/abs/2503.04691) |
| 🤖🔎 WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents 🔎🤖 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7374474293960785920-PoRH) · [Paper](https://arxiv.org/pdf/2509.13309) |
| 🧠🤝 Latent Collaboration in Multi-Agent Systems 🤝🧠 | [Post](https://www.linkedin.com/posts/mahmoudrabie2004_forabraiabrscientists-forabraiabrresearchers-activity-7400458951923847168-8KUG) · [Paper](https://arxiv.org/pdf/2511.20639) |
