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feat: update 30K → 50K+ experiments, add UR3e and UR10e (4 robots)

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  1. README.md +11 -9
README.md CHANGED
@@ -8,6 +8,8 @@ tags:
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  - isaac-sim
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  - franka-panda
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  - ur5e
 
 
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  - domain-randomization
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  - latin-hypercube-sampling
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  - adaptive-sampling
@@ -21,19 +23,19 @@ language:
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  # RoboGate Failure Dictionary
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- > **30,000 Physics-Validated Pick & Place Failure Patterns across Franka Panda & UR5e**
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  A structured database of robot AI failure patterns collected from **NVIDIA Isaac Sim** physical simulations using **Two-Stage Adaptive Sampling**. Each experiment records the exact conditions under which a robot succeeded or failed at Pick & Place tasks.
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  ## Quick Stats
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- | | Franka Uniform | Franka Boundary | UR5e | Combined |
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- |---|---|---|---|---|
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- | **Experiments** | 10,000 | 10,000 | 10,000 | **30,000** |
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- | **Success Rate** | 33.3% | 63.8% | 74.3% | — |
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- | **Franka Combined** | — | 48.6% | — | — |
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- | **Risk Model AUC** | 0.65 | **0.777** | — | 0.777 |
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- | **Sampling** | Uniform LHS | Boundary LHS | Uniform LHS | Two-Stage |
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  ## Key Findings
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@@ -46,7 +48,7 @@ A structured database of robot AI failure patterns collected from **NVIDIA Isaac
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  ## Two-Stage Adaptive Sampling
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- **Stage 1 — Uniform Exploration (20,000)**
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  - Franka Panda 10K + UR5e 10K
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  - Latin Hypercube Sampling for uniform parameter space coverage
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  - Identified boundary regions and initial risk model (AUC 0.65)
 
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  - isaac-sim
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  - franka-panda
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  - ur5e
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+ - ur3e
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+ - ur10e
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  - domain-randomization
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  - latin-hypercube-sampling
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  - adaptive-sampling
 
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  # RoboGate Failure Dictionary
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+ > **50,000+ Physics-Validated Pick & Place Failure Patterns across 4 Robots (Franka Panda, UR5e, UR3e, UR10e)**
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  A structured database of robot AI failure patterns collected from **NVIDIA Isaac Sim** physical simulations using **Two-Stage Adaptive Sampling**. Each experiment records the exact conditions under which a robot succeeded or failed at Pick & Place tasks.
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  ## Quick Stats
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+ | | Franka Uniform | Franka Boundary | UR5e | UR3e | UR10e | Combined |
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+ |---|---|---|---|---|---|---|
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+ | **Experiments** | 10,000 | 10,000 | 10,000 | 10,000 | 10,000 | **50,000+** |
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+ | **Success Rate** | 33.3% | 63.8% | 74.3% | — | — | — |
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+ | **Franka Combined** | — | 48.6% | — | — | — | — |
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+ | **Risk Model AUC** | 0.65 | **0.777** | — | — | — | 0.777 |
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+ | **Sampling** | Uniform LHS | Boundary LHS | Uniform LHS | Uniform LHS | Uniform LHS | Two-Stage |
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  ## Key Findings
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  ## Two-Stage Adaptive Sampling
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+ **Stage 1 — Uniform Exploration (40,000)**
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  - Franka Panda 10K + UR5e 10K
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  - Latin Hypercube Sampling for uniform parameter space coverage
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  - Identified boundary regions and initial risk model (AUC 0.65)