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  language:
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  - en
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  tags:
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  - non-markovian
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  - vla
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  ---
 
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  # ManiSkill-Memory-Dependence Benchmark
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  A comprehensive memory dependence robot benchmark across 4 manipulation tasks from different memory dimensions, introduced in the paper **"Non-Markovian Long-Horizon Robot Manipulation via Keyframe Chaining"**.
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  3. **Counting & Latency:** A signal lamp flashes twice with a randomized interval. The agent must count these pulses and push the target only after the second flash.
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  4. **Identity Tracking:** Three visually identical red blocks are aligned, and an auxiliary arm performs a rapid swap between two of them. The agent is tasked with picking the specific block that was originally in the center.
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  ## Citation
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  If you find this benchmark useful in your research, please cite our paper:
 
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+ ---
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  language:
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  - en
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  tags:
 
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  - non-markovian
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  - vla
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  ---
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+
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  # ManiSkill-Memory-Dependence Benchmark
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  A comprehensive memory dependence robot benchmark across 4 manipulation tasks from different memory dimensions, introduced in the paper **"Non-Markovian Long-Horizon Robot Manipulation via Keyframe Chaining"**.
 
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  3. **Counting & Latency:** A signal lamp flashes twice with a randomized interval. The agent must count these pulses and push the target only after the second flash.
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  4. **Identity Tracking:** Three visually identical red blocks are aligned, and an auxiliary arm performs a rapid swap between two of them. The agent is tasked with picking the specific block that was originally in the center.
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+ ## Usage
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+ For detailed instructions on how to set up the environment, load the benchmark, and evaluate your models, please refer to our official GitHub repository:
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+ 🔗 **[GitHub Repository: How to use the ManiSkill-Memory-Dependence Benchmark](https://github.com/cytoplastm/VLA_Memory_dependence_benchmark)**
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  ## Citation
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  If you find this benchmark useful in your research, please cite our paper: