| { |
| "schema_version": 1, |
| "title": "Reproduction: Near-optimal and Efficient First-Order Algorithm for Multi-Task Learning with Shared Linear Representation", |
| "emoji": "🎯", |
| "space_id": "ProCreations/repro-near-optimal-and-efficient-first-order-algorithm-for-multi-task-learning-with-shared-linea", |
| "paper": { |
| "arxiv_id": "2605.00473" |
| }, |
| "tags": [ |
| "icml2026-repro", |
| "paper-TnquAvyTtL" |
| ], |
| "updated_at": "2026-07-22T20:40:00+00:00", |
| "root": { |
| "slug": "index", |
| "title": "Reproduction: Near-optimal and Efficient First-Order Algorithm for Multi-Task Learning with Shared Linear Representation", |
| "file": "pages/index.md", |
| "children": [ |
| { |
| "slug": "executive-summary", |
| "title": "Executive summary", |
| "file": "pages/executive-summary/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-1-tpgd", |
| "title": "Claim 1: Two-phase first-order TPGD", |
| "file": "pages/claim-1-tpgd/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-2-phase-split", |
| "title": "Claim 2: Equal warm-start and regularized phases", |
| "file": "pages/claim-2-phase-split/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-3-near-optimal-rate", |
| "title": "Claim 3: Near-optimal population rate and factor-k gain", |
| "file": "pages/claim-3-near-optimal-rate/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-4-iteration-complexity", |
| "title": "Claim 4: Dimension-independent iteration complexity", |
| "file": "pages/claim-4-iteration-complexity/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-5-sample-condition", |
| "title": "Claim 5: Per-task sample-size condition", |
| "file": "pages/claim-5-sample-condition/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "claim-6-transfer-risk", |
| "title": "Claim 6: New-task transfer-risk decomposition", |
| "file": "pages/claim-6-transfer-risk/page.md", |
| "children": [] |
| }, |
| { |
| "slug": "conclusion", |
| "title": "Conclusion", |
| "file": "pages/conclusion/page.md", |
| "children": [] |
| } |
| ] |
| }, |
| "agent_view_tokens": 1250, |
| "revision": "1784752800000000000" |
| } |
|
|
