ManiGuard: Evaluated VLA Checkpoints
Every checkpoint behind the paper's rollout evaluations: 4 SFT policies × 6 families, with the scaling / prompt-format / sim-to-real studies.
Robotics • UpdatedNote π0.5-SFT · main evaluation · clutter
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-cabinet-joint-2cam-lora
Robotics • UpdatedNote π0.5-SFT · main evaluation · cabinet
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-stack-joint-2cam-lora
Robotics • UpdatedNote π0.5-SFT · main evaluation · stack
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-jar-joint-2cam-lora
Robotics • UpdatedNote π0.5-SFT · main evaluation · jar
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-lid-joint-2cam-lora
Robotics • UpdatedNote π0.5-SFT · main evaluation · lid
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-dusty-joint-2cam-lora
Robotics • UpdatedNote π0.5-SFT · main evaluation · dusty
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-clutter-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · clutter
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-cabinet-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · cabinet
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-stack-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · stack
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-jar-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · jar
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-lid-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · lid
IDEAS-Lab-Northwestern/pi0-base-datagen-v1-dusty-joint-2cam-lora
Robotics • UpdatedNote π0-SFT · main evaluation · dusty
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-clutter-joint-2cam
Robotics • 3B • Updated • 22Note GR00T N1.6-SFT · main evaluation · clutter
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-cabinet-joint-2cam
Robotics • 3B • Updated • 22Note GR00T N1.6-SFT · main evaluation · cabinet
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-stack-joint-2cam
Robotics • 3B • Updated • 25Note GR00T N1.6-SFT · main evaluation · stack
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-jar-joint-2cam
Robotics • 3B • Updated • 29Note GR00T N1.6-SFT · main evaluation · jar
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-lid-joint-2cam
Robotics • 3B • Updated • 27Note GR00T N1.6-SFT · main evaluation · lid
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-dusty-joint-2cam
Robotics • 3B • Updated • 23Note GR00T N1.6-SFT · main evaluation · dusty
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-clutter-joint-2cam
Robotics • 0.5B • Updated • 38Note SmolVLA-SFT · main evaluation · clutter
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-cabinet-joint-2cam
Robotics • 0.5B • Updated • 39Note SmolVLA-SFT · main evaluation · cabinet
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-stack-joint-2cam
Robotics • 0.5B • Updated • 45Note SmolVLA-SFT · main evaluation · stack
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-jar-joint-2cam
Robotics • 0.5B • Updated • 39Note SmolVLA-SFT · main evaluation · jar
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-lid-joint-2cam
Robotics • 0.5B • Updated • 35Note SmolVLA-SFT · main evaluation · lid
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-dusty-joint-2cam
Robotics • 0.5B • Updated • 43Note SmolVLA-SFT · main evaluation · dusty
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-clutter-joint-2cam-lora-p20
Robotics • UpdatedNote π0.5 · demonstration-scaling study · clutter · 8 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-clutter-joint-2cam-lora-p50
Robotics • UpdatedNote π0.5 · demonstration-scaling study · clutter · 20 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-clutter-joint-2cam-lora-p80
Robotics • UpdatedNote π0.5 · demonstration-scaling study · clutter · 32 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-cabinet-joint-2cam-lora-p20
Robotics • UpdatedNote π0.5 · demonstration-scaling study · cabinet · 8 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-cabinet-joint-2cam-lora-p50
Robotics • UpdatedNote π0.5 · demonstration-scaling study · cabinet · 20 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-cabinet-joint-2cam-lora-p80
Robotics • UpdatedNote π0.5 · demonstration-scaling study · cabinet · 32 demos/task
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-jar-joint-2cam-lora-promptnl
Robotics • UpdatedNote π0.5 · instruction-format study · jar · natural-language prompt
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-jar-joint-2cam-promptnl
Robotics • 3B • Updated • 21Note GR00T N1.6 · instruction-format study · jar · natural-language prompt
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-jar-joint-2cam-promptnl
Robotics • 0.5B • Updated • 27Note SmolVLA · instruction-format study · jar · natural-language prompt
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-jar-joint-2cam-lora-promptltl
Robotics • UpdatedNote π0.5 · instruction-format study · jar · LTLf prompt
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-jar-joint-2cam-promptltl
Robotics • 3B • Updated • 19Note GR00T N1.6 · instruction-format study · jar · LTLf prompt
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-jar-joint-2cam-promptltl
Robotics • 0.5B • Updated • 27Note SmolVLA · instruction-format study · jar · LTLf prompt
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-stack-joint-2cam-lora-promptnl
Robotics • UpdatedNote π0.5 · instruction-format study · stack · natural-language prompt
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-stack-joint-2cam-promptnl
Robotics • 3B • Updated • 15Note GR00T N1.6 · instruction-format study · stack · natural-language prompt
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-stack-joint-2cam-promptnl
Robotics • 0.5B • Updated • 23Note SmolVLA · instruction-format study · stack · natural-language prompt
IDEAS-Lab-Northwestern/pi05-base-datagen-v1-stack-joint-2cam-lora-promptltl
Robotics • UpdatedNote π0.5 · instruction-format study · stack · LTLf prompt
IDEAS-Lab-Northwestern/gr00t-n16-datagen-v1-stack-joint-2cam-promptltl
Robotics • 3B • Updated • 19Note GR00T N1.6 · instruction-format study · stack · LTLf prompt
IDEAS-Lab-Northwestern/smolvla-base-datagen-v1-stack-joint-2cam-promptltl
Robotics • 0.5B • Updated • 29Note SmolVLA · instruction-format study · stack · LTLf prompt
IDEAS-Lab-Northwestern/pi05-sim2real-clutter-task0048-sim-lora
Robotics • UpdatedNote π0.5 · sim-to-real (sim side) · clutter task_0048
IDEAS-Lab-Northwestern/pi05-sim2real-cabinet-task0019-firsthalf-sim-lora
Robotics • UpdatedNote π0.5 · sim-to-real (sim side) · cabinet task_0019 first-half
IDEAS-Lab-Northwestern/pi0-sim2real-clutter-task0048-sim-lora
Robotics • UpdatedNote π0 · sim-to-real (sim side) · clutter task_0048
IDEAS-Lab-Northwestern/pi0-sim2real-cabinet-task0019-firsthalf-sim-lora
Robotics • UpdatedNote π0 · sim-to-real (sim side) · cabinet task_0019 first-half
IDEAS-Lab-Northwestern/gr00t-n16-sim2real-clutter-task0048-sim
Robotics • 3B • Updated • 39Note GR00T N1.6 · sim-to-real (sim side) · clutter task_0048
IDEAS-Lab-Northwestern/gr00t-n16-sim2real-cabinet-task0019-firsthalf-sim
Robotics • 3B • Updated • 19Note GR00T N1.6 · sim-to-real (sim side) · cabinet task_0019 first-half
IDEAS-Lab-Northwestern/pi05-real-clutter-60-droid-refined-lora
Robotics • UpdatedNote π0.5 · sim-to-real (physical Franka) · clutter
IDEAS-Lab-Northwestern/pi05-real-cab-higher-firsthalf-60-droid-refined-lora
Robotics • UpdatedNote π0.5 · sim-to-real (physical Franka) · cabinet first-half
IDEAS-Lab-Northwestern/pi0-real-clutter-60-droid-refined-lora
Robotics • UpdatedNote π0 · sim-to-real (physical Franka) · clutter
IDEAS-Lab-Northwestern/pi0-real-cab-higher-firsthalf-60-droid-refined-lora
Robotics • UpdatedNote π0 · sim-to-real (physical Franka) · cabinet first-half
IDEAS-Lab-Northwestern/gr00t-n16-real-clutter-60-refined
Robotics • 3B • Updated • 27Note GR00T N1.6 · sim-to-real (physical Franka) · clutter
IDEAS-Lab-Northwestern/gr00t-n16-real-cab-higher-firsthalf-60-refined
Robotics • 3B • Updated • 18Note GR00T N1.6 · sim-to-real (physical Franka) · cabinet first-half