GenerativeDynamics
Results & demonstrations

Watch the behavior.
Understand the evidence.

Explore original result figures, comparison tables, and robot demonstrations. Each work connects its behavior to the experiments reported in the paper.

Results from the papers

Demonstrations

2GO and hardware clips preserve original source timing; other clips may be re-timed for presentation. Planning success, governed simulation execution, and qualitative hardware evidence have different evaluation settings. Quantitative results and their protocols are documented on each research page.
SIMULATION
MDOC / Multi-robot coordination

Multi-robot coordination

MDOC-CBS coordinates multiple robots in a constrained scene.

Simulationoriginal-mdoc-project
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: mdoc · assets/vis/gifs/MDOC-CBS/random_MDOC-CBS_10.gif

SIMULATION
MD-COAS / 7-DoF obstacle avoidance

7-DoF obstacle avoidance

An arm executes obstacle-avoidance motion in the D3IL environment.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: mdcoas_demo · d3il_env.gif

SIMULATION
2GO / Quadruped stepping stones

Quadruped stepping stones

Governed quadruped motion follows discrete footholds.

Simulationresearch-demonstration
Playback and experimental context

Original source timing preserved; 1× playback, looped and silent. Source animation timing is not a planning-latency benchmark.

Source: project · results/quadruped/stepping_stones_2d/deploy/governed/twogo/level_5/seed_2/governed/trajectory_mujoco.gif

SIMULATION
2GO / Humanoid corridor

Humanoid corridor

Body posture and clearance adapt through a constrained corridor.

Simulationresearch-demonstration
Playback and experimental context

Original source timing preserved; 1× playback, looped and silent. Source animation timing is not a planning-latency benchmark.

Source: project · results/humanoid/corridor_2d/deploy/governed/twogo_zone_c/level_1/seed_2/trajectory_mujoco.gif

SIMULATION
MGA / Compliant surface scanning

Compliant surface scanning

A rigid arm scans a surface with changing material compliance.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: mga_supplement · gifs/mga_surface_hybrid_stripes.gif

SIMULATION
MGA / Contact-rich insertion

Contact-rich insertion

Motion and impedance adapt during peg insertion.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: mga_supplement · gifs/mga_peg_id_wide.gif

SIMULATION
MDOC / Narrow-passage planning

Narrow-passage planning

Single-robot diffusion planning in a narrow scene.

Simulationoriginal-mdoc-project
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: mdoc · assets/vis/gifs/MDOC/narrow_MDOC.gif

SIMULATION
MD-COAS / Constraint-guided diffusion

Constraint-guided diffusion

The diffusion process on the paper L10 / seed 8 planar scene.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: project · results/single2d/mdcoas/level_10/seed_8/diffusion_steps/diffusion_steps.gif

SIMULATION
MD-COAS / Multiple feasible candidates

Multiple feasible candidates

Candidate trajectories from the same L10 / seed 8 planning case.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: project · results/single2d/mdcoas/level_10/seed_8/trajectory/trajectory_modes.gif

SIMULATION
MD-COAS / 7-DoF trajectory generation

7-DoF trajectory generation

TCP projection of diffusion on L1 / seed 0; separate from the D3IL execution clip.

Simulationresearch-demonstration
Playback and experimental context

Source excerpt rescaled to 6.0 seconds; looped, silent; not real-time execution or latency evidence.

Source: project · results/d3il_avoiding/mdcoas/level_1/seed_0/diffusion_steps/diffusion_steps.gif

REAL ROBOT
2GO / Humanoid hardware

Humanoid hardware

Real Unitree G1 navigates motion-capture-registered AR virtual obstacles.

Hardwarepaper-hardware-system
Playback and experimental context

Original hardware video, 92–112 s excerpt at 1× playback; full frame preserved, looped and silent.

Real G1 with motion-capture-registered AR virtual obstacles. This is qualitative deployment evidence.

Source: ral_submission · video/2go.mp4

REAL ROBOT
MGA / Compliant scanning hardware

Compliant scanning hardware

Original MGA hardware footage of contact with compliant material.

Hardwarepaper-hardware-system
Playback and experimental context

Original source-video timing preserved; looped and silent. No additional speed change is applied.

MGA model-based refinement component on Dobot Nova 5, without an RL proposal prior; position commands with force feedback.

Source: mga_supplement · videos/deployment.mp4

REAL ROBOT
MGA / Curved-surface hardware

Curved-surface hardware

Original MGA hardware footage of curved-surface contact.

Hardwarepaper-hardware-system
Playback and experimental context

Original source-video timing preserved; looped and silent. No additional speed change is applied.

MGA model-based refinement component on Dobot Nova 5, without an RL proposal prior; position commands with force feedback.

Source: mga_supplement · videos/deployment.mp4

REAL ROBOT
MGA / Peg insertion hardware

Peg insertion hardware

Original MGA hardware footage of peg insertion.

Hardwarepaper-hardware-system
Playback and experimental context

Original source-video timing preserved; looped and silent. No additional speed change is applied.

MGA model-based refinement component on Dobot Nova 5, without an RL proposal prior; position commands with force feedback.

Source: mga_supplement · videos/deployment.mp4

SIMULATION
MGA / Fixed-stance pushing

Humanoid pushing

Unitree H1 pushes a box forward from a fixed stance.

SimulationPaper demonstration · V1 deferred
Playback and experimental context

Original GIF timing preserved, including the final 800 ms hold; looped and silent. Repeated frames preserve source timestamps at 50 fps. Source animation timing is not a physical real-time benchmark.

MGA Unitree H1 simulation from the paper supplement. Humanoid pushing remains deferred in the current framework release; this clip does not establish a qualified V1 reproduction path.

Source: mga_supplement · gifs/mga_humanoid_fixed_stance_push.gif

SIMULATION
MGA / Force-regulated pushing

Humanoid force regulation

Unitree H1 regulates contact force against a stationary box.

SimulationPaper demonstration · V1 deferred
Playback and experimental context

Original GIF timing preserved, including the final 800 ms hold; looped and silent. Repeated frames preserve source timestamps at 50 fps. Source animation timing is not a physical real-time benchmark.

MGA Unitree H1 simulation from the paper supplement. Humanoid pushing remains deferred in the current framework release; this clip does not establish a qualified V1 reproduction path.

Source: mga_supplement · gifs/mga_humanoid_force_regulation.gif

SIMULATION
MGA / Contact unjamming

Humanoid contact unjamming

Unitree H1 adjusts contact to free a box from a narrow passage.

SimulationPaper demonstration · V1 deferred
Playback and experimental context

Original GIF timing preserved, including the final 800 ms hold; looped and silent. Repeated frames preserve source timestamps at 50 fps. Source animation timing is not a physical real-time benchmark.

MGA Unitree H1 simulation from the paper supplement. Humanoid pushing remains deferred in the current framework release; this clip does not establish a qualified V1 reproduction path.

Source: mga_supplement · gifs/mga_humanoid_unjamming.gif