Ada3Drift: Adaptive Training-Time Drifting for One-Step 3D Visuomotor Robotic Manipulation

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References (40)

[1]
One Step Is Enough: Dispersive MeanFlow Policy Optimization
2026Guowei Zou, Haitao Wang et al.
[2]
One-Step Generative Policies with Q-Learning: A Reformulation of MeanFlow
2025Zeyuan Wang, Da Li et al.
[3]
DM1: MeanFlow with Dispersive Regularization for 1-Step Robotic Manipulation
2025Guowei Zou, Haitao Wang et al.
[4]
VFP: Variational Flow-Matching Policy for Multi-Modal Robot Manipulation
2025Xuanran Zhai, Ce Hao
[5]
MP1: MeanFlow Tames Policy Learning in 1-step for Robotic Manipulation
2025Juyi Sheng, Ziyi Wang et al.
[6]
FreqPolicy: Efficient Flow-based Visuomotor Policy via Frequency Consistency
2025Yifei Su, Ning Liu et al.
[7]
Mean Flows for One-step Generative Modeling
2025Zhengyang Geng, Mingyang Deng et al.
[8]
Meta-World+: An Improved, Standardized, RL Benchmark
2025Reginald McLean, Evangelos Chatzaroulas et al.
[9]
RoboTwin: Dual-Arm Robot Benchmark with Generative Digital Twins
2025Yao Mu, Tianxing Chen et al.
[10]
Score and Distribution Matching Policy: Advanced Accelerated Visuomotor Policies via Matched Distillation
2024Bofang Jia, Pengxiang Ding et al.
[11]
FlowPolicy: Enabling Fast and Robust 3D Flow-based Policy via Consistency Flow Matching for Robot Manipulation
2024Qinglun Zhang, Zhen Liu et al.
[12]
Instant Policy: In-Context Imitation Learning via Graph Diffusion
2024Vitalis Vosylius, Edward Johns
[13]
π0: A Vision-Language-Action Flow Model for General Robot Control
2024Kevin Black, Noah Brown et al.
[14]
One-Step Diffusion Policy: Fast Visuomotor Policies via Diffusion Distillation
2024Zhendong Wang, Zhaoshuo Li et al.
[15]
RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation
2024Songming Liu, Lingxuan Wu et al.
[16]
Scaling Proprioceptive-Visual Learning with Heterogeneous Pre-trained Transformers
2024Lirui Wang, Xinlei Chen et al.
[17]
RVT-2: Learning Precise Manipulation from Few Demonstrations
2024Ankit Goyal, Valts Blukis et al.
[18]
ManiCM: Real-time 3D Diffusion Policy via Consistency Model for Robotic Manipulation
2024Guanxing Lu, Zifeng Gao et al.
[19]
Consistency Policy: Accelerated Visuomotor Policies via Consistency Distillation
2024Aaditya Prasad, Kevin Lin et al.
[20]
Track2Act: Predicting Point Tracks from Internet Videos Enables Generalizable Robot Manipulation
2024Homanga Bharadhwaj, Roozbeh Mottaghi et al.

Showing 20 of 40 references

Founder's Pitch

"Ada3Drift enhances robotic manipulation by enabling high-fidelity single-step action generation through adaptive training-time drifting."

Robotic ManipulationScore: 7View PDF ↗

Commercial Viability Breakdown

0-10 scale

High Potential

2/4 signals

5

Quick Build

3/4 signals

7.5

Series A Potential

1/4 signals

2.5

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