SOTAVerified

Robot Manipulation

Papers

Showing 101125 of 430 papers

TitleStatusHype
SkillMimicGen: Automated Demonstration Generation for Efficient Skill Learning and Deployment0
SPIRE: Synergistic Planning, Imitation, and Reinforcement Learning for Long-Horizon Manipulation0
WorldSimBench: Towards Video Generation Models as World Simulators0
Latent Weight Diffusion: Generating reactive policies instead of trajectories0
Latent Action Pretraining from VideosCode3
Imitation Learning with Limited Actions via Diffusion Planners and Deep Koopman ControllersCode0
Towards Synergistic, Generalized, and Efficient Dual-System for Robotic Manipulation0
Combining Planning and Diffusion for Mobility with Unknown Dynamics0
GR-2: A Generative Video-Language-Action Model with Web-Scale Knowledge for Robot Manipulation0
Autoregressive Action Sequence Learning for Robotic ManipulationCode2
Towards Generalizable Vision-Language Robotic Manipulation: A Benchmark and LLM-guided 3D PolicyCode2
Effective Tuning Strategies for Generalist Robot Manipulation Policies0
Absolute State-wise Constrained Policy Optimization: High-Probability State-wise Constraints Satisfaction0
SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language ModelsCode1
Gen2Act: Human Video Generation in Novel Scenarios enables Generalizable Robot Manipulation0
Robot Manipulation in Salient Vision through Referring Image Segmentation and Geometric Constraints0
Hand-Object Interaction Pretraining from Videos0
Interactive incremental learning of generalizable skills with local trajectory modulationCode0
MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos0
Affordance-based Robot Manipulation with Flow MatchingCode3
Semantically Controllable Augmentations for Generalizable Robot Learning0
Policy Adaptation via Language Optimization: Decomposing Tasks for Few-Shot Imitation0
Re-Mix: Optimizing Data Mixtures for Large Scale Imitation LearningCode1
GR-MG: Leveraging Partially Annotated Data via Multi-Modal Goal-Conditioned PolicyCode2
PhysPart: Physically Plausible Part Completion for Interactable Objects0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DreamVLAavg. sequence length (D to D)4.44Unverified
2VPPavg. sequence length (D to D)4.29Unverified
3RoboVLMsavg. sequence length (D to D)4.25Unverified
4Openhelixavg. sequence length (D to D)4.08Unverified
5UP-VLAavg. sequence length (D to D)4.08Unverified
6GR-MGavg. sequence length (D to D)4.04Unverified
7MoDEavg. sequence length (D to D)4.01Unverified
8RoboUniViewavg. sequence length (D to D)3.86Unverified
9UniVLAavg. sequence length (D to D)3.8Unverified
10RoboDualavg. sequence length (D to D)3.66Unverified
#ModelMetricClaimedVerifiedStatus
1EquActSucc. Rate (18 tasks, 100 demo/task)89.4Unverified
2SAM2ActSucc. Rate (18 tasks, 100 demo/task)86.8Unverified
3ARP+Succ. Rate (18 tasks, 100 demo/task)84.9Unverified
43D-LOTUSSucc. Rate (18 tasks, 100 demo/task)83.1Unverified
5RVT-2Succ. Rate (18 tasks, 100 demo/task)81.4Unverified
63D Diffuser ActorSucc. Rate (18 tasks, 100 demo/task)81.3Unverified
7Mini DiffuserSucc. Rate (18 tasks, 100 demo/task)77.6Unverified
8SAM-ESucc. Rate (18 tasks, 100 demo/task)70.6Unverified
9Auto-λSucc. Rate (10 tasks, 100 demos/task)69.3Unverified
10Act3DSucc. Rate (18 tasks, 100 demo/task)65Unverified
#ModelMetricClaimedVerifiedStatus
1SoFarVisual Matching0.75Unverified
2SpatialVLAVisual Matching0.72Unverified
3Dita-300MVisual Matching0.69Unverified
4RT-2-XVisual Matching0.61Unverified
5RoboVLMVisual Matching0.56Unverified
6RT-1-XVisual Matching0.53Unverified
7TraceVLAVisual Matching0.46Unverified
8OpenVLAVisual Matching0.28Unverified
9Octo-BaseVisual Matching0.17Unverified
#ModelMetricClaimedVerifiedStatus
1SDPSucc. Rate (12 tasks, 100 demo/task)76Unverified
2EquiDiff (Voxel)Succ. Rate (12 tasks, 100 demo/task)63.9Unverified
3EquiDiff (Image)Succ. Rate (12 tasks, 100 demo/task)53.7Unverified
4DP (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)42Unverified
5DP3 (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)23.9Unverified
6BC RNN (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)22.9Unverified
7ACT (Evaluated in EquiDiff)Succ. Rate (12 tasks, 100 demo/task)21.3Unverified
#ModelMetricClaimedVerifiedStatus
1SoFarAverage0.58Unverified
2SpatialVLAAverage0.34Unverified
3Octo-SmallAverage0.3Unverified
4Octo-BaseAverage0.16Unverified
5RoboVLMAverage0.14Unverified
6RT-1-XAverage0.01Unverified
7OpenVLAAverage0.01Unverified