DreamForge-World 0.1 プレビュー：低計算コストでリアルタイム制御可能なワールドモデル
DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model
消費者向けGPUで動作する低計算コストのリアルタイム制御可能なワールドモデルのプレビュー版を提案し、キーボードやマウス操作によるインタラクティブなシミュレーションを実現した。
著者: Daniyel Ayupov, Artur Markov-Tsoy
分類: cs.LG, cs.CV
原文アブストラクト
We present DreamForge-World 0.1 Preview, a preview foundational world model for real-time interactive world simulation. The system adapts the LongLive 1 autoregressive video stack, itself derived from Wan2.1-T2V-1.3B, with a residual action pathway inspired by the Matrix-Game family. DreamForge-World 0.1 Preview focuses on a complementary axis to frontier-scale world simulators: low-compute adaptation, consumer-GPU runtime, and broad interactive capability coverage. It supports live keyboard and mouse control, multimodal initialization, mid-stream reprompting, dual-view operation, and minute-scale interactive rollouts at native 480p resolution, reaching up to 14 to 15 FPS FPS on a single RTX 4090 with a low memory footprint. By leveraging open video backbones and applying targeted adaptation runs, we build the preview system with high cost-efficiency. DF-World 0.1 Preview is not yet a memory-complete or frontier-quality world simulator, but demonstrates a practical low-compute route toward real-time controllable world-model previews on consumer GPUs.