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BY571

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240 followers · 2 following
  • 13:40 (UTC +01:00)

Achievements

Achievement: Pair Extraordinairex4Achievement: QuickdrawAchievement: Pull Sharkx3Achievement: YOLOAchievement: Starstruckx2Achievement: Arctic Code Vault Contributor

Achievements

Achievement: Pair Extraordinairex4Achievement: QuickdrawAchievement: Pull Sharkx3Achievement: YOLOAchievement: Starstruckx2Achievement: Arctic Code Vault Contributor
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BY571/README.md

Reinforcement Learning

  • Soft-Actor-Critic-and-Extensions: SAC with PER, ERE, Munchausen, D2RL, parallel envs
  • CQL: Conservative Q-Learning for offline RL (DQN-CQL & SAC-CQL)
  • DQN-Atari-Agents: Modular DDQN, Dueling, Noisy, C51, Rainbow, DRQN
  • IQN-and-Extensions: Implicit Quantile Networks with PER, Noisy, N-step, Dueling
  • Deep-Reinforcement-Learning-Algorithm-Collection: Reference implementations across deep RL
  • Upside-Down-Reinforcement-Learning: Schmidhuber's ⅂ꓤ in PyTorch

RL + Robotics

  • bricksrl: LEGO-based platform for democratizing robotics and RL research · project page
  • Autonomous-Robocar: Self-driving RC-car: Raspberry Pi + CNN predicting steering and throttle from camera
  • AutomataLeague: Platform for training robots on competitive environments in MuJoCo. Robots race and clear obstacles (parkour), wrestle each other out of a ring (sumo). TorchRL PPO + MuJoCo-Warp, pluggable robots
  • SpaceX-Falcon9: Landing a rocket on a drone ship with PPO · write-up
  • SpaceX-Mechazilla: Catching a descending rocket with mechanical chopstick arms, Mechazilla style. TorchRL PPO + MuJoCo-Warp · write-up
  • pickplace: Franka arm packing items into bowls on a moving conveyor in Isaac Lab. State-based teacher, camera-based students trained with offline RL in TorchRL · write-up

RL + Trading

  • torchtrade: Modular RL framework for algorithmic trading · project page

RL + LLM

  • DistRL-LLM: Distributed RL for LLM fine-tuning across multiple GPUs
  • SCoRe: Training language models to self-correct via RL
  • sft-kl-lora-trainer: trl.SFTTrainer with a KL divergence loss between LoRA adapter and base model
  • Agent-Tool-RL: Teaching small language models to use tools with RL
  • CoT-Decoding: Chain-of-Thought reasoning without prompting
  • nanoDiff: Minimal, hackable diffusion language model. nanoGPT for the LLaDA recipe

LLM-Agent

  • artificial-agent-lab: Autonomous research lab: PI and PhD agents run experiments and write papers
  • knoten: Research graph that remembers what didn't work. Markdown in git, CLI + SKILL.md so coding agents stop redoing dead experiments

Total stars across BY571 public repositories

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  1. Soft-Actor-Critic-and-Extensions Soft-Actor-Critic-and-Extensions Public

    PyTorch implementation of Soft-Actor-Critic and Prioritized Experience Replay (PER) + Emphasizing Recent Experience (ERE) + Munchausen RL + D2RL and parallel Environments.

    Python 294 35

  2. Upside-Down-Reinforcement-Learning Upside-Down-Reinforcement-Learning Public

    Upside-Down Reinforcement Learning (⅂ꓤ) implementation in PyTorch. Based on the paper published by Jürgen Schmidhuber.

    Jupyter Notebook 78 11

  3. DQN-Atari-Agents DQN-Atari-Agents Public

    DQN-Atari-Agents: Modularized & Parallel PyTorch implementation of several DQN Agents, i.a. DDQN, Dueling DQN, Noisy DQN, C51, Rainbow, and DRQN

    Jupyter Notebook 122 16

  4. CQL CQL Public

    PyTorch implementation of the Offline Reinforcement Learning algorithm CQL. Includes the versions DQN-CQL and SAC-CQL for discrete and continuous action spaces.

    Python 150 24

  5. IQN-and-Extensions IQN-and-Extensions Public

    PyTorch Implementation of Implicit Quantile Networks (IQN) for Distributional Reinforcement Learning with additional extensions like PER, Noisy layer, N-step bootstrapping, Dueling architecture and…

    Jupyter Notebook 95 18

  6. Deep-Reinforcement-Learning-Algorithm-Collection Deep-Reinforcement-Learning-Algorithm-Collection Public

    Collection of Deep Reinforcement Learning Algorithms implemented in PyTorch.

    Jupyter Notebook 84 12

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