Paper Reading Template
This template helps me read papers in a structured way and connect each paper to possible reproduction work.
Basic Information
- Paper title:
- Authors:
- Venue:
- Year:
- Repository:
- Dataset:
Problem Setting
Summarize the scientific or technical problem in my own words.
Input and Output
- Input:
- Output:
- Prediction or generation target:
- Evaluation setting:
Method
Describe the model architecture, algorithm, training procedure, or workflow.
Dataset and Metrics
- Dataset:
- Metrics:
- Baselines:
- Main comparison:
Results
Record the main results and how they compare with baselines.
Limitations
Identify what the paper does not solve, what assumptions it makes, and what might be difficult to reproduce.
Reproduction Notes
- Required environment:
- Required inputs:
- Expected outputs:
- Possible blockers:
- Minimal reproduction target:
What I Learned
Summarize the most important idea I learned from the paper.
Current Limitations
State what I still do not fully understand or have not implemented.
Next Learning Steps
List follow-up reading, implementation, or reproduction tasks.