Jobs · OTHR · California

Research Scientist, Reinforcement Learning

DeepRoute.ai · Fremont, CA · 2 mo ago
On-siteOTHRFull-time

Core Technical Skills

  • Proficiency in modern RL algorithms: DQN, PPO, SAC, TD3, etc.
  • Proficiency in modern RLHF algorithms: PPO, DPO, GRPO, etc.
  • Hands-on experience training reward models and finetuning LLM/VLM/VLAK
  • Knowledge of distributed RL training at scale
  • Proficiency with massively parallel simulation environments
  • Knowledge of sim-to-real transfer techniques and domain randomization
  • Proficiency in Python, comfortable with C++
  • Proficiency in deep learning frameworks such as PyTorch
  • Experience with distributed training frameworks (Ray, Horovod, etc.)
  • Knowledge of model optimization (quantization, pruning) and CUDA is a plus

Preferred Qualifications

  • Publishations in top-tier venues (ICML, NeurIPS, ICLR, CVPR, ICCV, ECCV, ICRA, IROS, etc.)
  • Open-source contributions to RL libraries or autonomous driving projects
  • Previous experience with LLM fine-tuning using RL
  • Knowledge of safe RL, interpretable AI, or robustness techniques
  • Familiarity with autonomous vehicle regulations and safety standards

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