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feat: update README with latest paper acceptance to NeurIPS 2025 (#1252)

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* feat: update README with latest news and announcements

* update readme
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Xu Yang
2025-09-19 10:58:07 +08:00
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@@ -28,6 +28,21 @@
[![arXiv](https://img.shields.io/badge/arXiv-2505.14738-00ff00.svg)](https://arxiv.org/abs/2505.14738)
# 📰 News
| 🗞️ News | 📝 Description |
| -- | ------ |
| NeurIPS 2025 Acceptance | We are thrilled to announce that our paper [R&D-Agent-Quant](https://arxiv.org/abs/2505.15155) has been accepted to NeurIPS 2025 |
| [Technical Report Release](#overall-technical-report) | Overall framework description and results on MLE-bench |
| [R&D-Agent-Quant Release](#deep-application-in-diverse-scenarios) | Apply R&D-Agent to quant trading |
| MLE-Bench Results Released | R&D-Agent currently leads as the [top-performing machine learning engineering agent](#-the-best-machine-learning-engineering-agent) on MLE-bench |
| Support LiteLLM Backend | We now fully support **[LiteLLM](https://github.com/BerriAI/litellm)** as our default backend for integration with multiple LLM providers. |
| General Data Science Agent | [Data Science Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html) |
| Kaggle Scenario release | We release **[Kaggle Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html)**, try the new features! |
| Official WeChat group release | We created a WeChat group, welcome to join! (🗪[QR Code](https://github.com/microsoft/RD-Agent/issues/880)) |
| Official Discord release | We launch our first chatting channel in Discord (🗪[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy)) |
| First release | **R&D-Agent** is released on GitHub |
# 🏆 The Best Machine Learning Engineering Agent!
@@ -37,8 +52,8 @@ R&D-Agent currently leads as the top-performing machine learning engineering age
| Agent | Low == Lite (%) | Medium (%) | High (%) | All (%) |
|---------|--------|-----------|---------|----------|
| R&D-Agent o3(R)+GPT-4.1(D) | 51.52 ± 6.9 | 19.3 ± 5.5 | 26.67 ± 0 | 30.22 ± 1.5 |
| R&D-Agent o1-preview | 48.18 ± 2.49 | 8.95 ± 2.36 | 18.67 ± 2.98 | 22.4 ± 1.1 |
| R&D-Agent o3(R)+GPT-4.1(D) | 51.52 ± 6.21 | 7.89 ± 3.33 | 16.67 ± 3.65 | 22.45 ± 2.45 |
| AIDE o1-preview | 34.3 ± 2.4 | 8.8 ± 1.1 | 10.0 ± 1.9 | 16.9 ± 1.1 |
**Notes:**
@@ -63,21 +78,6 @@ Extensive experiments in real stock markets show that, at a cost under $10, RD-A
You can learn more details about **RD-Agent(Q)** through the [paper](https://arxiv.org/abs/2505.15155) and reproduce it through the [documentation](https://rdagent.readthedocs.io/en/latest/scens/quant_agent_fin.html).
# 📰 News
| 🗞️ News | 📝 Description |
| -- | ------ |
| [Technical Report Release](#overall-technical-report) | Overall framework description and results on MLE-bench |
| [R&D-Agent-Quant Release](#deep-application-in-diverse-scenarios) | Apply R&D-Agent to quant trading |
| MLE-Bench Results Released | R&D-Agent currently leads as the [top-performing machine learning engineering agent](#-the-best-machine-learning-engineering-agent) on MLE-bench |
| Support LiteLLM Backend | We now fully support **[LiteLLM](https://github.com/BerriAI/litellm)** as our default backend for integration with multiple LLM providers. |
| General Data Science Agent | [Data Science Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html) |
| Kaggle Scenario release | We release **[Kaggle Agent](https://rdagent.readthedocs.io/en/latest/scens/data_science.html)**, try the new features! |
| Official WeChat group release | We created a WeChat group, welcome to join! (🗪[QR Code](https://github.com/microsoft/RD-Agent/issues/880)) |
| Official Discord release | We launch our first chatting channel in Discord (🗪[![Chat](https://img.shields.io/badge/chat-discord-blue)](https://discord.gg/ybQ97B6Jjy)) |
| First release | **R&D-Agent** is released on GitHub |
# Data Science Agent Preview
Check out our demo video showcasing the current progress of our Data Science Agent under development: