From 12969b491eafab626ce71f7e530458dab6f43246 Mon Sep 17 00:00:00 2001 From: Xu Yang Date: Fri, 19 Sep 2025 10:58:07 +0800 Subject: [PATCH] feat: update README with latest paper acceptance to NeurIPS 2025 (#1252) * feat: update README with latest news and announcements * update readme --- README.md | 32 ++++++++++++++++---------------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/README.md b/README.md index 91afc8ad..08f21e7b 100644 --- a/README.md +++ b/README.md @@ -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: