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THE EMBODIED AI DIRECTORY
Policy evaluation
Find tools and protocols for evaluating robotic policies and generalization.
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vla-evaluation-harness · allenai
One framework to evaluate any VLA model on any robot simulation benchmark.
Policy evaluation
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actprobe · air-embodied-brain
ActProbe provides probes and benchmarks for early failure detection in generative robot policies.
Policy evaluation
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world-model-eval · world-model-eval
Code for "Evaluating Robot Policies in a World Model".
Policy evaluation
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benchmarks · robotperf
Benchmarking suite to evaluate 🤖 robotics computing performance. Vendor-neutral. ⚪Grey-box and ⚫Black-box approaches.
Policy evaluation
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faultline · amanshah0729
Faultline studies LIBERO policy robustness using perturbation and ablation workflows.
Policy evaluation
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IsaacLab-Arena · isaac-sim
Isaac Lab - Arena is a robotics simulation framework that enhances NVIDIA Isaac Lab by providing a composable, scalable system for creating diverse simulation environments and evaluating robot…
Policy evaluation
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libero camera ablation · chaoshengsc
LIBERO Camera Ablation studies how camera-input changes affect robot-policy behavior.
Policy evaluation
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OceanGym · OceanGPT
OceanGym: A Benchmark Environment for Underwater Embodied Agents
Policy evaluation
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omnisim · omnilink-tech
Open-source robotics simulator for coding agents: HTTP/JSON + MCP control, Newton physics, wgpu rendering, ROS 2, and reproducible benchmarks.
Policy evaluation
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parcelstow · coenwerem
ParcelStow evaluates imitation-learned robot-policy robustness under execution-timing variation in Isaac Lab.
Policy evaluation
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pre execution return · distortionlab
Pre-Execution Return studies robot initial-state robustness around frozen VLA policies.
Policy evaluation
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RoboGaze · cair-vinuni
Repository associated with paper titled "RoboGaze: Evaluating Robot World Models via Structured Vision-Language Analysis"
Policy evaluation
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RoboLab · NVlabs
A simulation benchmarking platform for evaluating generalist robot policies
Policy evaluation
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robopianist cost aware intervention · enyihou
RoboPianist Cost-Aware Intervention provides a benchmark for teacher interventions in RoboPianist.
Policy evaluation
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Video2World · AetherLabsAI
Benchmarking Coding Agents for Interactive World Modeling from Embodied Videos - Rethinking Embodied Real2Sim from a Software Engineering Perspective
Policy evaluation
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VLA Grounding Probe · bakhtawar-i
VLA Grounding Probe investigates SmolVLA language grounding using instruction perturbations.
Policy evaluation
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vla manipulation ablations · FERBIN12
VLA Manipulation Ablations studies manipulation generalization and OpenVLA under constrained GPU memory.
Policy evaluationSELECTION NOTES
Choosing policy evaluation
Review task coverage, sample counts, seeds and evaluation conditions. Reproduction in simulation and performance on physical hardware provide different kinds of evidence.
The ecosystem keeps growing.
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