Skip to content

ScaleRLT: add initial systems paper and audited result tables - #36

Closed
0z5a wants to merge 2 commits into
ops/scalerlt-current-state-preflightfrom
ops/scalerlt-initial-paper-v01
Closed

0z5a wants to merge 2 commits into
ops/scalerlt-current-state-preflightfrom
ops/scalerlt-initial-paper-v01

Conversation

@0z5a

@0z5a 0z5a commented Oct 6, 2026 •

Copy link
Copy Markdown
Owner

Existing component results are spread across separate reports and do not yet form a coherent manuscript. Add the initial ScaleRLT paper, its standalone LaTeX source, portable eight-page PDF, Markdown result tables and immutable raw audit anchors. Keep inference depth changes, tiny CPU updates and actual CUDA optimizer checks in their measured scopes.

Comparison Baseline Candidate Ratio Scope
Tiny Ouro P256/D8/G32 450.72 ms 152.09 ms 2.963× [2.099, 4.184] CPU actor forward/backward + SGD
Tiny Nanbeige, same work 219.31 ms 69.79 ms 3.142× [2.039, 4.842] CPU actor update
Tiny Huginn, same recorded latent 605.58 ms 164.77 ms 3.675× [3.100, 4.358] Fixed-trace CPU update
Official Ouro C32 D4/off → D3/guided Two fresh processes per arm Matched P512/T128/A16 1.1424× Approximate inference; quality UNCERTAIN; no VRAM saving
Complete online RL / reward convergence NOT_RUN NOT_RUN Not measured Main endpoint remains open

Negative controls, BF16 failures and IQuest strict-update failures remain visible. The next empirical priority is RFC465 standard RolloutManager acceptance, actual reward-correct 1/2/4/8-GPU scaling, and a trained loop-native compute policy using merged PR454.

Validation: native standalone LaTeX compilation succeeds; all eight PDF pages are rasterized and visually reviewed. Source/PDF hashes, 17 numeric/scope assertions, title/0z5a metadata, text bounds, Markdown links and diff whitespace checks pass. The repeated epoch2 tiny MCore archive, full C32 cost archive and six-arm GSM8K development archive retain their independent audit/handback records. No model weight bodies are added.

Stacked on draft #35 (ops/scalerlt-current-state-preflight at 64394ae). Only this manuscript/evidence increment is included; no upstream branch is changed.

0z5a added 2 commits October 6, 2026 17:13
Typeset the existing component evidence as an eight-page standalone draft
and retain matched speed tables, quality uncertainty and original failures.
Freeze standard-backend acceptance, reward-correct scaling and trained
loop-native compute policy as the next empirical priorities.

Signed-off-by: 0z5a <dezhen.lu@student.uni-tuebingen.de>
Distinguish GSM8K development accuracy from the pending held-out reward evaluation, and label epoch2 H20 records separately from the newly registered device. Refresh the compiled source snapshot, reviewed PDF and immutable artifact hashes.

Signed-off-by: 0z5a <dezhen.lu@student.uni-tuebingen.de>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant