Beginner score
55/100
Competition workspace
适合熟悉 Python，并能使用 Paddle 或 PyTorch API 的开发者，尤其是想做科学计算工具库后端适配和开源贡献的人。选择 Open3D 或 torch-scatter 赛道还需要能处理 C++ API／自定义算子；可单人参赛，但页面明确建议 torch-geometric 组队完成。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
55/100
Learning value
58/100
Estimated effort
10-30 hours
Metric
Official scoring is published on the Ba…
适合熟悉 Python，并能使用 Paddle 或 PyTorch API 的开发者，尤其是想做科学计算工具库后端适配和开源贡献的人。选择 Open3D 或 torch-scatter 赛道还需要能处理 C++ API／自定义算子；可单人参赛，但页面明确建议 torch-geometric 组队完成。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
Python 编程
Paddle API
PyTorch API
C++ 编程
GitHub Pull Request
单元测试
The real friction is usually not library usage. It is validation, time allocation, and task framing.
难点不只是实现接口，而是要系统梳理组件公开 API、参考既有 PyTorch 后端完成等价适配，并补齐单元测试和文档。最终代码需以 PR 进入指定仓库，经过仓库 reviewer 与飞桨导师协作修改后合入；同时必须严格保持原有文件结构、注释、格式和开源协议内容。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
How to learn feature engineering, validation, and competition workflow without heavy hardware.
No GPU? Pick Competitions That Still Teach You Good HabitsUse these fields to make a quick decision before you dive deeper.
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Sign in to save competitions and build your own shortlist.
Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
Separate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.
Official metric is not published on the Baidu AI Studio competition listing; verify scoring on the competition page.
reward_value_usd is a rough CNY→USD estimate (×0.14) for ranking only; use reward_summary for the official prize text.