[Non-record] Meta-Learned TTT + Error-Guided Adaptation Analysis (val_bpb=1.1645)#296
Open
sseanliu wants to merge 2 commits intoopenai:mainfrom
Open
[Non-record] Meta-Learned TTT + Error-Guided Adaptation Analysis (val_bpb=1.1645)#296sseanliu wants to merge 2 commits intoopenai:mainfrom
sseanliu wants to merge 2 commits intoopenai:mainfrom
Conversation
mrdavtan
added a commit
to mrdavtan/parameter-golf
that referenced
this pull request
Mar 21, 2026
- Add leaderboard table: jfprincz 1.1271 is new target; mohosy racing same stack - Add Reptile meta-TTT finding (PR openai#296): 10x better than naive TTT with SmearGate; error-guided TTT is negative; 13L crossover point identified - Add SWA checkpoint count finding (PR openai#238): 84 checkpoints reverses quant gap; explains why our WD=1200 SWA showed no effect - Update jfprincz entry to include PR openai#287 results (1.1271) - Add meta-lessons 10 and 11
Combines PR openai#287 (XSA + EMA + Int6 QAT) with PR openai#254 TTT adaptation. Changes: FA2 fallback import, TTT hyperparameters, ttt_adapt function, TTT call before torch.compile in eval section.
This was referenced Mar 21, 2026
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
1 participant
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Summary
Non-record research submission exploring test-time adaptation strategies for compressed language models at 16MB scale.
Key findings
Score
See README for full methodology and analysis.