Issues

• Dream trajectory export in torchwm play (on-demand GIF/MP4)

  ParamThakkar123/synora#187 · Filter by author ParamThakkar123 opened on Jun 9, 2026

• DIAMOND training guide and expected results

  ParamThakkar123/synora#186 · Filter by author ParamThakkar123 opened on Jun 9, 2026

• Web-based DIAMOND play interface (Gradio / FastAPI)

  ParamThakkar123/synora#185 · Filter by author ParamThakkar123 opened on Jun 9, 2026

• Headless DIAMOND inference script (scripts/infer_diamond.py)

  ParamThakkar123/synora#184 · Filter by author ParamThakkar123 opened on Jun 9, 2026

• Add IRIS play support (torchwm play --model iris)

  ParamThakkar123/synora#183 · Filter by author ParamThakkar123 opened on Jun 9, 2026

• Add FSDP Support for Multi-GPU Training

  ParamThakkar123/synora#139 · Filter by author ParamThakkar123 opened on May 9, 2026

• Implement Muon and SOAP Optimizers

  ParamThakkar123/synora#138 · Filter by author ParamThakkar123 opened on May 9, 2026

• Implement Mixture of Experts (MoE) in Feedforward Network

  ParamThakkar123/synora#137 · Filter by author ParamThakkar123 opened on May 9, 2026

• Add Halton Scheduler for MaskGIT

  ParamThakkar123/synora#135 · Filter by author ParamThakkar123 opened on May 9, 2026

• Implement AdaLN-Zero Instead of FiLM

  ParamThakkar123/synora#134 · Filter by author ParamThakkar123 opened on May 9, 2026

• Add More Datasets (Terraria, Street Fighter, Retro Videogames)

  ParamThakkar123/synora#133 · Filter by author ParamThakkar123 opened on May 9, 2026

• Implement RoPE/AliBi Position Embeddings

  ParamThakkar123/synora#132 · Filter by author ParamThakkar123 opened on May 9, 2026

• Uncertainty-aware planning and exploration for world models

  ParamThakkar123/synora#129 · Filter by author ParamThakkar123 opened on May 7, 2026

• Surprise evaluation and anomaly detection in world models

  ParamThakkar123/synora#130 · Filter by author ParamThakkar123 opened on May 7, 2026

• Infinite-World: Long-range memory for real-world world models

  ParamThakkar123/synora#128 · Filter by author ParamThakkar123 opened on May 7, 2026

• WorldCompass: RL post-training for long-horizon video world models

  ParamThakkar123/synora#127 · Filter by author ParamThakkar123 opened on May 7, 2026

• Reinforcement World Model Learning (RWML) for LLM agents

  ParamThakkar123/synora#126 · Filter by author ParamThakkar123 opened on May 7, 2026

• SWIRL: Self-Improving World Modelling with Latent Actions

  ParamThakkar123/synora#125 · Filter by author ParamThakkar123 opened on May 7, 2026

• Nearest Neighbor Tokenizer (NNT) for world models

  ParamThakkar123/synora#124 · Filter by author ParamThakkar123 opened on May 7, 2026
  2

  

• Adversarial World Modeling for closing train-test gap

  ParamThakkar123/synora#123 · Filter by author ParamThakkar123 opened on May 7, 2026

• Dyna-style training with warmup for world models

  ParamThakkar123/synora#122 · Filter by author ParamThakkar123 opened on May 7, 2026

• Block Teacher Forcing for Transformer World Models

  ParamThakkar123/synora#121 · Filter by author ParamThakkar123 opened on May 7, 2026

• Expanded Examples Repository

  ParamThakkar123/synora#106 · Filter by author ParamThakkar123 opened on Apr 10, 2026

• Procedural Env Generators

  ParamThakkar123/synora#102 · Filter by author ParamThakkar123 opened on Apr 10, 2026

• Distributed RL Training Support

  ParamThakkar123/synora#103 · Filter by author ParamThakkar123 opened on Apr 10, 2026