| ---
|
| license: apache-2.0
|
| tags:
|
| - research-notes
|
| - self-supervised
|
| ---
|
|
|
| # Self Supervised: reading plan
|
|
|
| ## Overview
|
|
|
| A structured set of research notes on **Self Supervised**, with concrete evaluation references and open questions. Plans and hypotheses are kept separate from completed results.
|
|
|
| Expect rough edges — this is a working sketch, not a polished release.
|
|
|
| ---
|
|
|
| ## What Is Covered
|
|
|
| - the scope of the research question and likely confounders
|
| - a proposed comparison with matched baselines
|
| - concrete evaluation context such as task-appropriate public benchmarks named in the main note
|
| - reproducibility checks, failure modes, and open questions
|
| - topic-relevant references
|
|
|
| ---
|
|
|
| ## Scope And Limitations
|
|
|
| The note is intentionally exploratory. It does not claim benchmark improvements, completed ablations, released code, or a trained checkpoint. References and proposed datasets provide a starting point for verification rather than evidence that the study has already been run.
|
|
|
| ---
|
|
|
| ## Related Work
|
|
|
| - survey-level references come first
|
| - benchmark papers follow
|
| - negative results are noted where they exist
|
|
|
| ---
|
|
|
| ## Open Questions
|
|
|
| - comparability of baselines under matched capacity
|
| - minimum data exposure for a usable signal
|
| - confounders that would invalidate a naive comparison
|
|
|
| ---
|
|
|
| ## Files
|
|
|
| - `reading.md` — primary artifact
|
| - `README.md` — this documentation
|
| - `config.json` — architecture configuration
|
| - `training_args.json` — default experiment settings
|
| - `model.safetensors` — initialization checkpoint
|
|
|
| ---
|
|
|
| ## License
|
|
|
| Released under **apache-2.0**. Review the source-data terms separately when this repository is used with external datasets.
|
|
|
