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| { | |
| "schema_version": 2, | |
| "title": "Repro - Towards Theoretical Understanding of Transformer Test-Time Computing: Investigation on In-Context Linear Regression", | |
| "emoji": "🎯", | |
| "space_id": "Artples/HzcQocpOX9", | |
| "paper": { | |
| "arxiv_id": "2508.07571" | |
| }, | |
| "tags": [ | |
| "icml2026-repro", | |
| "paper-HzcQocpOX9" | |
| ], | |
| "updated_at": "2026-08-01T13:20:36+00:00", | |
| "root": { | |
| "slug": "index", | |
| "title": "Repro - Towards Theoretical Understanding of Transformer Test-Time Computing: Investigation on In-Context Linear Regression", | |
| "file": "pages/index.md", | |
| "children": [ | |
| { | |
| "slug": "claim-1-constant-nft-gives-no-ensemble-gain-over-vanilla-gd-cor-4-2-fig-2a-d", | |
| "title": "Claim 1: Constant NFT gives no ensemble gain over vanilla GD (Cor 4.2, Fig 2a-d)", | |
| "file": "pages/claim-1-constant-nft-gives-no-ensemble-gain-over-vanilla-gd-cor-4-2-fig-2a-d/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-2-linear-nft-reduces-test-loss-with-sufficient-n-thm-4-2-fig-2a-d", | |
| "title": "Claim 2: Linear NFT reduces test loss with sufficient N (Thm 4.2, Fig 2a-d)", | |
| "file": "pages/claim-2-linear-nft-reduces-test-loss-with-sufficient-n-thm-4-2-fig-2a-d/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-3-with-oracle-reward-model-even-constant-nft-improves-with-n-fig-2a-d-insets", | |
| "title": "Claim 3: With oracle reward model, even constant NFT improves with N (Fig 2a-d insets)", | |
| "file": "pages/claim-3-with-oracle-reward-model-even-constant-nft-improves-with-n-fig-2a-d-insets/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-4-with-sufficient-examples-both-greedy-and-majority-vote-reach-perfect-accuracy-thm-5-2-fig-2e", | |
| "title": "Claim 4: With sufficient examples both greedy and majority vote reach perfect accuracy (Thm 5.2, Fig 2e)", | |
| "file": "pages/claim-4-with-sufficient-examples-both-greedy-and-majority-vote-reach-perfect-accuracy-thm-5-2-fig-2e/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-5-with-n-1-greedy-stalls-at-2-d-while-majority-vote-succeeds-thm-5-3-fig-2f", | |
| "title": "Claim 5: With n=1 greedy stalls at ~2/d while majority vote succeeds (Thm 5.3, Fig 2f)", | |
| "file": "pages/claim-5-with-n-1-greedy-stalls-at-2-d-while-majority-vote-succeeds-thm-5-3-fig-2f/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-6-acc-vs-n-follows-acc-a-b-exp-nu-n-thm-5-1-fig-2g-h", | |
| "title": "Claim 6: Acc vs N follows Acc = a - b exp(-nu N) (Thm 5.1, Fig 2g-h)", | |
| "file": "pages/claim-6-acc-vs-n-follows-acc-a-b-exp-nu-n-thm-5-1-fig-2g-h/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "conclusion", | |
| "title": "Conclusion", | |
| "file": "pages/conclusion/page.md", | |
| "children": [] | |
| } | |
| ] | |
| }, | |
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| "agent_view_tokens": 13503, | |
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| "revision": "b9316a79a5d5d256aebd" | |
| } |