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Sai Navaneet

M.S. in Electronics & Electrical Engineering

I graduated from Kyungpook National University with a Master’s in Electronics and Electrical Engineering, focused on automation and robotics. My background is rooted in electronic systems, control, and embedded technologies, developed through hands-on research and real-world robotic deployments.

My work centers on robotic manipulation and autonomous systems, where I build robotics software and learning-based models that bridge perception, decision-making, and control. I enjoy turning complex ideas into reliable, deployable robots that advance intelligent automation.

Sai Navaneet
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0 M.S.
Kyungpook Nat’l Univ.
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0+
Publications
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LeRobot ’25
Hackathon Winner
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Robotics Projects
// RESEARCH AREAS
~/research/active_projects.sh — zsh
PyTorch· ROS 2· MuJoCo· Isaac Sim· JAX· Diffusion Models· Mamba SSM· Transformers· Model Predictive Control· Reinforcement Learning· Imitation Learning· CUDA· C++· Python· Linux· Yaskawa MotoMini· Franka Panda· Unitree Go2·
// ACTIVITY LOG

Latest Updates

2026
  1. UNDER REVIEW

    Submitted to IEEE Transactions on Cybernetics

    RL-based prescribed-performance neuro-optimal control for robot manipulators under composite actuator faults.

  2. SUBMITTED

    Submitted SUREFlow to IROS 2026

    State-space uncertainty-aware residual flow matching · 92.6% LIBERO success rate with 179M parameters.

  3. INDUSTRY

    Building Tensiq TT · sensor-agnostic tactile pipeline

    Working on the Tensiq tokenizer + TENSIQ CLI — turning raw tactile-sensor frames into standardized Tensiq Tensors (TT) for multimodal foundation models.

  4. ROLE CHANGE

    Promoted at Airobotics · Research → Senior Robotic Engineer

    Yaskawa-driven weld bead detection on the vehicle assembly line · inline QA & robotic guidance models for autonomous car manufacturing.

  5. PUBLISHED

    MambaVLA published at CCNC 2026

    Scalable state-space VLA transformer · IEEE Consumer Communications & Networking.

  6. TALK

    Oral presentation · MambaVLA at CCNC 2026 · Las Vegas

    Presented MambaVLA — a scalable, low-latency VLA framework on Mamba state-space models — at IEEE CCNC 2026 in Las Vegas. Linear-time, millisecond-level inference for real-time robot deployment.

2025
  1. CONFERENCE

    MambaVLA accepted at CCNC 2026

    A scalable, efficient vision-language-action model built on state-space architecture.

  2. SUBMITTED

    Submitted to Neural Networks journal

    DiffDAIL — diffusion-enhanced vision-guided imitation learning with discrete latent representations.

  3. POSTER

    Poster at IROS 2025

    LegMamba — a scalable, efficient state-space model for quadrupedal locomotion.

  4. RESEARCH

    Building VLA models with state-space backbones

    Ongoing work on MAMBA-style sequence modeling for vision-language-action policies.

  5. SUBMITTED

    Paper submitted to CCNC / CES 2026

  6. AWARD

    Won LeRobot (Hugging Face) Hackathon · Daegu

    First place in the imitation-learning track.

  7. SUBMITTED

    Submitted to NeurIPS

    QROOT — integrated diffusion transformer and reinforcement learning for quadrupedal locomotion.

  8. REJECTED

    Submitted to Engineering Applications of AI

    Vision-guided predictive action imitation learning with discrete latent encoding for multitasking robots.

  9. PUBLISHED

    Paper published at NODYCON 2025

    DLDMP — discrete latent diffusion motion planning for manipulators.

2024
  1. INDUSTRY

    Automated tissue processing with transformers

    Built at Dexweaver Company.

  2. INDUSTRY

    Autonomous harvesting via YOLOv11 object detection

    Field-deployed pipeline at Dexweaver Company.

  3. PUBLISHED

    Paper published in KNU-EERC 2024

    Leader-follower robot tracking using model predictive control.