Update org card: rebrand DeepYoke -> HydroSophy

README.md

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-# HydroSophy AI Lab
+# HydroSophy
 
-## 🚀 Our Vision
+## About
 
-**HydroSophy** is a non-profit research collective dedicated to building bridges between **artificial intelligence** and the **natural sciences**. Inspired by the Greek roots *Hydro* (water) and *Sophia* (wisdom), we believe that knowledge — like water — should flow freely, nourishing discovery, dissolving disciplinary boundaries, and shaping the contours of tomorrow's science.
+We work on **AI for Science** — mostly molecular modeling, multimodal foundation models, and the benchmarks / datasets / evaluation tools that go with them.
 
-Our mission is to democratize scientific discovery by making advanced AI tools, rigorous benchmarks and high-quality datasets accessible to researchers worldwide, accelerating the pace of innovation across multiple scientific domains.
-
-## 🌟 Research Focus
-
-### 🧬 AI for Science
-
-- **Molecular Modeling & Drug Design** — Accelerating pharmaceutical research through intelligent molecular design and structure-level editing
-- **Structural Biology** — Understanding protein and small-molecule structures with AI
-- **Cheminformatics** — Bridging chemistry and computational intelligence
-- **Scientific Computing Acceleration** — Optimizing computational workflows for scientific discovery
-
-### 🤖 Multimodal Intelligence
-
-- **Multimodal Large Language Models** — Integrating vision, language and scientific reasoning
-- **Vision–Language–Molecule Understanding** — Joint reasoning over SMILES, 2D depictions and natural language
-- **Intelligent Scientific Literature Analysis** — Extracting structured insight from vast research corpora
-- **Cross-modal Knowledge Fusion** — Synthesizing information across heterogeneous scientific modalities
-
-### 📊 Benchmark & Evaluation
-
-- **Scientific AI Benchmarking** — Establishing rigorous, reproducible evaluation standards for AI4Science
-- **Dataset Construction & Standardization** — Creating high-quality, expert-annotated, mechanism-aware datasets
-- **Evaluation Framework Development** — Building transparent, extensible assessment toolkits
-- **Open Science Ecosystem** — Fostering collaborative, reproducible research environments
-
-## 🏆 Featured Projects
+## Projects
 
 ### 🧪 ToxiMol  ·  *KDD 2026 Oral*
 
-A comprehensive benchmark for **molecular toxicity repair**, evaluating the capabilities of Multimodal Large Language Models in structure-level molecular detoxification.
+**Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?**
 
-**📊 [Dataset](https://huggingface.co/datasets/HydroSophyTech/ToxiMol-benchmark)**  |  **📄 [Paper](https://arxiv.org/abs/2506.10912)**  |  **🔬 [Code](https://github.com/HydroSophy/ToxiMol)**
+A benchmark for molecular toxicity repair with MLLMs — 660 toxic molecules, 11 repair tasks, multimodal inputs (SMILES + 2D structures), plus the companion **ToxiEval** evaluation framework.
 
-*Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?*
+📊 [Dataset](https://huggingface.co/datasets/HydroSophyTech/ToxiMol-benchmark)  |  📄 [Paper](https://arxiv.org/abs/2506.10912)  |  🔬 [Code](https://github.com/HydroSophy/ToxiMol)
 
-### 🔬 Upcoming Projects
+### 🔐 ToxiEval-ZKP  ·  *IFAC BIKA Best Paper Award*
 
-- Multimodal foundation models for molecular reasoning
-- Mechanism-aware editing across broader therapeutic modalities
-- Open evaluation infrastructure for AI4Science
+**ToxiEval-ZKP: A Structure-Private Verification Framework for Molecular Toxicity Repair Tasks**
 
----
+A structure-private, verifiable evaluation framework for molecular toxicity repair built on zero-knowledge proofs.
+
+📄 [Paper](https://arxiv.org/abs/2508.12035)  |  🔬 [Code](https://github.com/HydroSophy/ToxiEval-ZKP) *(coming soon)*
 
-*"Where algorithms meet atoms, where intelligence illuminates discovery, where language bridges knowledge and practice — this is **HydroSophy**."*
+## Contact
 
-**Coding the Future of Science, Illuminating Tomorrow with Wisdom**
+- **GitHub:** [@HydroSophy](https://github.com/HydroSophy)
+- **Email:** feilin@ieee.org
+- **Location:** Macau, China