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mulligan/sim-square-broad-c00-teleop-baseline
Viewer • Updated • 35.7k • 34 -
mulligan/sim-square-broad-c00-teleop-baseline-first100
Viewer • Updated • 18.2k • 36 -
mulligan/sim-square-broad-c00-teleop-mixed
Viewer • Updated • 70.4k • 40 -
mulligan/sim-square-broad-c00-teleop-sobol
Viewer • Updated • 34.7k • 35
Mulligan
AI & ML interests
Datasets and evaluation results for Mulligan: Performance-Guided Data Collection for Efficient On-Robot Learning.
Recent Activity
Mulligan
Performance-Guided Data Collection for Efficient On-Robot Learning
Project and paper · Policy Arena · Full dataset catalog and mapping
September 22, 2026 release: 246 verified trajectory repositories plus two simulation evaluation bundles. The Arena selects mainline results and required training ancestry. Derived views share episodes with their raw parents.
Insert Marker — 50 trajectory datasets
- real-marker-d2-c00-teleop-baseline · training-view · mainline
- real-marker-d2-c00-teleop-mixed · raw-collection · mainline
- real-marker-d2-c00-teleop-sobol · training-view · mainline
- real-marker-d2-c00-teleop-validation · validation-view · mainline
- real-marker-d2-c01-dagger-baseline · training-view · mainline
- real-marker-d2-c01-dagger-mining-no-cf · training-view · ablation
- real-marker-d2-c01-dagger-mixed · raw-collection · mainline
- real-marker-d2-c01-dagger-mulligan · training-view · mainline
- real-marker-d2-c02-dagger-baseline · training-view · mainline
- real-marker-d2-c02-dagger-mining-no-cf · training-view · ablation
- real-marker-d2-c02-dagger-mixed · raw-collection · mainline
- real-marker-d2-c02-dagger-mulligan · training-view · mainline
- real-marker-d2-c03-dagger-baseline · training-view · mainline
- real-marker-d2-c03-dagger-mining-no-cf · training-view · ablation
- real-marker-d2-c03-dagger-mixed · raw-collection · mainline
- real-marker-d2-c03-dagger-mulligan · training-view · mainline
- real-marker-d2-c04-dagger-baseline · training-view · mainline
- real-marker-d2-c04-dagger-mining-no-cf · training-view · ablation
- real-marker-d2-c04-dagger-mixed · raw-collection · mainline
- real-marker-d2-c04-dagger-mulligan · training-view · mainline
- real-marker-d2-c05-dagger-baseline · training-view · mainline
- real-marker-d2-c05-dagger-mining-no-cf · training-view · ablation
- real-marker-d2-c05-dagger-mixed · raw-collection · mainline
- real-marker-d2-c05-dagger-mulligan · training-view · mainline
- real-marker-d2-r00-eval-b01 · evaluation · mainline
- real-marker-d2-r00-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r00-eval-b01-sobol-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r01-eval-b01 · evaluation · mainline
- real-marker-d2-r01-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r02-eval-b01 · evaluation · mainline
- real-marker-d2-r02-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r02-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r02-eval-b02 · evaluation · mainline
- real-marker-d2-r02-eval-b03 · evaluation · mainline
- real-marker-d2-r03-eval-b01 · evaluation · mainline
- real-marker-d2-r03-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r03-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r03-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r04-eval-b01 · evaluation · mainline
- real-marker-d2-r04-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r04-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r04-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r04-eval-b02 · evaluation · supporting
- real-marker-d2-r05-eval-b01 · evaluation · mainline
- real-marker-d2-r05-eval-b02 · evaluation · supporting
- real-marker-d2-r05-eval-b02-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r05-eval-b02-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r05-eval-b02-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-marker-d2-r05-eval-b03 · evaluation · supporting
- real-marker-d2-r05-eval-b03-mulligan-idql-policy-rollouts · policy-rollouts · supporting
Thread Nut — 53 trajectory datasets
- real-square-d2-c00-teleop-baseline · training-view · mainline
- real-square-d2-c00-teleop-mixed · raw-collection · mainline
- real-square-d2-c00-teleop-sobol · training-view · mainline
- real-square-d2-c00-teleop-validation · validation-view · mainline
- real-square-d2-c01-dagger-baseline · training-view · mainline
- real-square-d2-c01-dagger-mining-no-cf · training-view · ablation
- real-square-d2-c01-dagger-mixed · raw-collection · mainline
- real-square-d2-c01-dagger-mulligan · training-view · mainline
- real-square-d2-c02-dagger-baseline · training-view · mainline
- real-square-d2-c02-dagger-mining-no-cf · training-view · ablation
- real-square-d2-c02-dagger-mixed · raw-collection · mainline
- real-square-d2-c02-dagger-mulligan · training-view · mainline
- real-square-d2-c03-dagger-baseline · training-view · mainline
- real-square-d2-c03-dagger-mining-no-cf · training-view · ablation
- real-square-d2-c03-dagger-mixed · raw-collection · mainline
- real-square-d2-c03-dagger-mulligan · training-view · mainline
- real-square-d2-c04-dagger-baseline · training-view · mainline
- real-square-d2-c04-dagger-mining-no-cf · training-view · ablation
- real-square-d2-c04-dagger-mixed · raw-collection · mainline
- real-square-d2-c04-dagger-mulligan · training-view · mainline
- real-square-d2-c05-dagger-baseline · training-view · mainline
- real-square-d2-c05-dagger-mining-no-cf · training-view · ablation
- real-square-d2-c05-dagger-mixed · raw-collection · mainline
- real-square-d2-c05-dagger-mulligan · training-view · mainline
- real-square-d2-r00-eval-b01 · evaluation · mainline
- real-square-d2-r01-eval-b01 · evaluation · mainline
- real-square-d2-r01-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r01-eval-b01-mining-no-cf-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r01-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r02-eval-b01 · evaluation · mainline
- real-square-d2-r02-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r02-eval-b01-mining-no-cf-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r02-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b01 · evaluation · mainline
- real-square-d2-r03-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b02 · evaluation · mainline
- real-square-d2-r03-eval-b02-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b02-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b03 · evaluation · mainline
- real-square-d2-r03-eval-b03-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b03-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r03-eval-b03-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r04-eval-b01 · evaluation · mainline
- real-square-d2-r04-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r04-eval-b01-mining-no-cf-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r04-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r04-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r05-eval-b01 · evaluation · mainline
- real-square-d2-r05-eval-b02 · evaluation · supporting
- real-square-d2-r05-eval-b02-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r05-eval-b02-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-square-d2-r05-eval-b02-mulligan-idql-policy-rollouts · policy-rollouts · supporting
Route Cable — 72 trajectory datasets
- real-routing-d2-c00-teleop-baseline · training-view · mainline
- real-routing-d2-c00-teleop-mixed · raw-collection · mainline
- real-routing-d2-c00-teleop-sobol · training-view · mainline
- real-routing-d2-c00-teleop-validation · validation-view · mainline
- real-routing-d2-c01-dagger-baseline · training-view · mainline
- real-routing-d2-c01-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c01-dagger-mixed · raw-collection · mainline
- real-routing-d2-c01-dagger-mulligan · training-view · mainline
- real-routing-d2-c02-dagger-baseline · training-view · mainline
- real-routing-d2-c02-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c02-dagger-mixed · raw-collection · mainline
- real-routing-d2-c02-dagger-mulligan · training-view · mainline
- real-routing-d2-c03-dagger-baseline · training-view · mainline
- real-routing-d2-c03-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c03-dagger-mixed · raw-collection · mainline
- real-routing-d2-c03-dagger-mulligan · training-view · mainline
- real-routing-d2-c04-dagger-baseline · training-view · mainline
- real-routing-d2-c04-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c04-dagger-mixed · raw-collection · mainline
- real-routing-d2-c04-dagger-mulligan · training-view · mainline
- real-routing-d2-c05-dagger-baseline · training-view · mainline
- real-routing-d2-c05-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c05-dagger-mixed · raw-collection · mainline
- real-routing-d2-c05-dagger-mulligan · training-view · mainline
- real-routing-d2-c06-dagger-baseline · training-view · mainline
- real-routing-d2-c06-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c06-dagger-mixed · raw-collection · mainline
- real-routing-d2-c06-dagger-mulligan · training-view · mainline
- real-routing-d2-c07-dagger-baseline · training-view · mainline
- real-routing-d2-c07-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c07-dagger-mixed · raw-collection · mainline
- real-routing-d2-c07-dagger-mulligan · training-view · mainline
- real-routing-d2-c08-dagger-baseline · training-view · mainline
- real-routing-d2-c08-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c08-dagger-mixed · raw-collection · mainline
- real-routing-d2-c08-dagger-mulligan · training-view · mainline
- real-routing-d2-c09-dagger-baseline · training-view · mainline
- real-routing-d2-c09-dagger-mining-no-cf · training-view · ablation
- real-routing-d2-c09-dagger-mixed · raw-collection · mainline
- real-routing-d2-c09-dagger-mulligan · training-view · mainline
- real-routing-d2-legacy-r00-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r00-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r00-eval-b01-sobol-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r01-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r01-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r01-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r02-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r02-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r02-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r03-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r03-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r03-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r04-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r04-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r04-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r04-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r05-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r05-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r05-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r05-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r06-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r06-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r06-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r06-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r07-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r07-eval-b01-baseline-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r07-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r07-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r08-eval-b01 · evaluation · supporting
- real-routing-d2-legacy-r08-eval-b01-mulligan-dp-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-legacy-r08-eval-b01-mulligan-idql-policy-rollouts · policy-rollouts · supporting
- real-routing-d2-r00-r05-eval-b01 · evaluation · mainline
Square-Narrow — 34 trajectory datasets
- sim-square-narrow-c00-teleop-baseline · training-view · mainline
- sim-square-narrow-c00-teleop-mixed · raw-collection · mainline
- sim-square-narrow-c00-teleop-sobol · training-view · mainline
- sim-square-narrow-c01-auto-bc-n1-shared-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c01-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c01-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c01-dagger-baseline · training-view · mainline
- sim-square-narrow-c01-dagger-mining-no-cf · training-view · ablation
- sim-square-narrow-c01-dagger-mixed · raw-collection · mainline
- sim-square-narrow-c01-dagger-mulligan · training-view · mainline
- sim-square-narrow-c01-dagger-sobol-free-cf · training-view · ablation
- sim-square-narrow-c01-dagger-sobol-no-cf · training-view · ablation
- sim-square-narrow-c01-sobol-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-auto-filtered-bc-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-auto-iql-success-bc-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-auto-plain-il-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-dagger-baseline · training-view · mainline
- sim-square-narrow-c02-dagger-mining-no-cf · training-view · ablation
- sim-square-narrow-c02-dagger-mixed · raw-collection · mainline
- sim-square-narrow-c02-dagger-mulligan · training-view · mainline
- sim-square-narrow-c02-mulligan-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c02-sobol-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-auto-filtered-bc-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-auto-iql-success-bc-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-auto-plain-il-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-narrow-c03-dagger-baseline · training-view · mainline
- sim-square-narrow-c03-dagger-mining-no-cf · training-view · ablation
- sim-square-narrow-c03-dagger-mixed · raw-collection · mainline
- sim-square-narrow-c03-dagger-mulligan · training-view · mainline
- sim-square-narrow-c03-mulligan-policy-rollouts · policy-rollouts · supporting
- Evaluation outcomes and exact grids — 160 mainline seed results
Square-Broad — 37 trajectory datasets
- sim-square-broad-c00-teleop-baseline · training-view · mainline
- sim-square-broad-c00-teleop-baseline-first100 · training-view · ablation
- sim-square-broad-c00-teleop-mixed · raw-collection · mainline
- sim-square-broad-c00-teleop-sobol · training-view · mainline
- sim-square-broad-c00-teleop-sobol-first100 · training-view · ablation
- sim-square-broad-c01-auto-bc-n1-shared-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c01-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c01-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c01-dagger-baseline · training-view · mainline
- sim-square-broad-c01-dagger-mining-no-cf · training-view · ablation
- sim-square-broad-c01-dagger-mixed · raw-collection · mainline
- sim-square-broad-c01-dagger-mulligan · training-view · mainline
- sim-square-broad-c01-dagger-sobol-free-cf · training-view · ablation
- sim-square-broad-c01-dagger-sobol-no-cf · training-view · ablation
- sim-square-broad-c01-sobol-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-auto-filtered-bc-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-auto-iql-success-bc-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-auto-plain-il-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c02-dagger-baseline · training-view · mainline
- sim-square-broad-c02-dagger-mining-no-cf · training-view · ablation
- sim-square-broad-c02-dagger-mixed · raw-collection · mainline
- sim-square-broad-c02-dagger-mulligan · training-view · mainline
- sim-square-broad-c02-dagger-sobol-free-cf · training-view · ablation
- sim-square-broad-c02-dagger-sobol-no-cf · training-view · ablation
- sim-square-broad-c02-mulligan-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-auto-filtered-bc-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-auto-iql-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-auto-iql-success-bc-n32-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-auto-plain-il-n1-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-baseline-policy-rollouts · policy-rollouts · supporting
- sim-square-broad-c03-dagger-baseline · training-view · mainline
- sim-square-broad-c03-dagger-mining-no-cf · training-view · ablation
- sim-square-broad-c03-dagger-mixed · raw-collection · mainline
- sim-square-broad-c03-dagger-mulligan · training-view · mainline
- sim-square-broad-c03-mulligan-policy-rollouts · policy-rollouts · supporting
- Evaluation outcomes and exact grids — 160 mainline seed results
cNN: collection increment · rNN: model round · bNN: evaluation block. Consult the card and training recipe before mixing views or treating a historical evaluation as held out.
Source history is preserved in source-main. Use pinned release commits/tags for reproducibility. Historical standalone D1/pilot campaigns are excluded; D1-named Routing sources are retained only as required D2 ancestry.
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mulligan/sim-square-narrow-c00-teleop-baseline
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mulligan/sim-square-narrow-c00-teleop-mixed
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mulligan/sim-square-narrow-c00-teleop-sobol
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mulligan/sim-square-narrow-c01-auto-bc-n1-shared-policy-rollouts
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mulligan/sim-square-broad-c00-teleop-baseline
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mulligan/sim-square-broad-c00-teleop-baseline-first100
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mulligan/sim-square-broad-c00-teleop-mixed
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mulligan/sim-square-broad-c00-teleop-sobol
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mulligan/sim-square-narrow-c00-teleop-baseline
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mulligan/sim-square-narrow-c00-teleop-mixed
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mulligan/sim-square-narrow-c00-teleop-sobol
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mulligan/sim-square-narrow-c01-auto-bc-n1-shared-policy-rollouts
Viewer • Updated • 27k • 36