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| { | |
| "schema_version": 1, | |
| "title": "Repro - Do We Need Adam? Surprisingly Strong and Sparse Reinforcement Learning with SGD in LLMs", | |
| "emoji": "\ud83d\udd2c", | |
| "space_id": "bertfil/z31fdV4WRu", | |
| "paper": { | |
| "arxiv_id": "2602.07729", | |
| "openreview_id": "z31fdV4WRu", | |
| "title": "Do We Need Adam? Surprisingly Strong and Sparse Reinforcement Learning with SGD in LLMs", | |
| "url": "https://arxiv.org/abs/2602.07729" | |
| }, | |
| "tags": [ | |
| "icml2026-repro", | |
| "paper-z31fdV4WRu" | |
| ], | |
| "updated_at": "2026-07-20T03:52:33+00:00", | |
| "root": { | |
| "slug": "index", | |
| "title": "Repro - Do We Need Adam? Surprisingly Strong and Sparse Reinforcement Learning with SGD in LLMs", | |
| "file": "pages/index.md", | |
| "children": [ | |
| { | |
| "slug": "00-scored-evidence-summary", | |
| "title": "00 - Scored evidence summary", | |
| "file": "pages/00-scored-evidence-summary/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-1-on-qwen3-8b-math-reasoning-with-3k-response-length", | |
| "title": "Claim 1 - On Qwen3-8B math reasoning with 3K response length, SGD atta\u2026", | |
| "file": "pages/claim-1-on-qwen3-8b-math-reasoning-with-3k-response-length/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-2-on-qwen3-1-7b-at-4k-context-sgd-improves-humaneval", | |
| "title": "Claim 2 - On Qwen3-1.7B at 4K context, SGD improves HumanEval@1 coding\u2026", | |
| "file": "pages/claim-2-on-qwen3-1-7b-at-4k-context-sgd-improves-humaneval/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-3-sgd-updates-reach-99-99-sparsity-updating-about-0", | |
| "title": "Claim 3 - SGD updates reach 99.99% sparsity (updating about 0.01% of p\u2026", | |
| "file": "pages/claim-3-sgd-updates-reach-99-99-sparsity-updating-about-0/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-4-sgd-updates-also-exhibit-substantially-lower-effec", | |
| "title": "Claim 4 - SGD updates also exhibit substantially lower effective rank \u2026", | |
| "file": "pages/claim-4-sgd-updates-also-exhibit-substantially-lower-effec/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-5-ablations-decomposing-adamw-into-its-momentum-and", | |
| "title": "Claim 5 - Ablations decomposing AdamW into its momentum and RMSProp (a\u2026", | |
| "file": "pages/claim-5-ablations-decomposing-adamw-into-its-momentum-and/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "claim-6-on-extended-ppo-training-rlve-500-steps-on-qwen3-8", | |
| "title": "Claim 6 - On extended PPO training (RLVE, 500 steps) on Qwen3-8B, SGD \u2026", | |
| "file": "pages/claim-6-on-extended-ppo-training-rlve-500-steps-on-qwen3-8/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "reproduction-protocol-and-provenance", | |
| "title": "Reproduction protocol and provenance", | |
| "file": "pages/reproduction-protocol-and-provenance/page.md", | |
| "children": [] | |
| }, | |
| { | |
| "slug": "conclusion", | |
| "title": "Conclusion", | |
| "file": "pages/conclusion/page.md", | |
| "children": [] | |
| } | |
| ] | |
| }, | |
| "agent_view_tokens": 9836, | |
| "revision": "1784519553165232100" | |
| } |