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"schema_version": 1,
"title": "Reproduction: Taming Aleatoric Impulse in Off-Policy Reinforcement Learning",
"emoji": "🎯",
"space_id": "Sor0ush/repro-taming-aleatoric-impulse-off-policy-rl",
"paper": {
"openreview_id": "2tcZ8Vl30Q",
"arxiv_id": null,
"title": "Taming the Aleatoric Impulse in Off-Policy Reinforcement Learning",
"icml_number": 21650,
"github": "https://github.com/yzy-yuzhouyang/DSAC-AID"
},
"tags": [
"icml2026-repro",
"paper-2tcZ8Vl30Q"
],
"updated_at": "2026-07-18T15:09:48+00:00",
"root": {
"slug": "index",
"title": "Reproduction: Taming Aleatoric Impulse in Off-Policy Reinforcement Learning",
"file": "pages/index.md",
"children": [
{
"slug": "executive-summary",
"title": "Executive summary",
"file": "pages/executive-summary/page.md",
"children": []
},
{
"slug": "claim-1-sota-on-gym-mujoco-and-dmc",
"title": "Claim 1: SOTA on Gym-MuJoCo and DMC",
"file": "pages/claim-1-sota-on-gym-mujoco-and-dmc/page.md",
"children": []
},
{
"slug": "claim-2-epistemic-vs-aleatoric-disentanglement",
"title": "Claim 2: Epistemic vs aleatoric disentanglement",
"file": "pages/claim-2-epistemic-vs-aleatoric-disentanglement/page.md",
"children": []
},
{
"slug": "claim-3-lcb-pessimism-and-ucb-exploration",
"title": "Claim 3: LCB pessimism and UCB exploration",
"file": "pages/claim-3-lcb-pessimism-and-ucb-exploration/page.md",
"children": []
},
{
"slug": "conclusion",
"title": "Conclusion",
"file": "pages/conclusion/page.md",
"children": []
}
]
},
"agent_view_tokens": 2556,
"revision": "1784387388613196884"
} |