From Pixels to States: World Models Survey
amaarora · x · 2026-07-19
Titled From Pixels to States, this work redefines 'interactive world models' into systems resembling game engines, providing a systematic analysis across four dimensions.
It also introduces a new data engine that collected 90+ hours of Black Myth: Wukong gameplay for surveying and benchmarking. The post emphasizes that this isn't just a single model, but a comprehensive review and benchmark design for this research direction.
More from Research
- Project APE finds verifier reliability drops when papers contain multiple errors — soumitrashukla9 · 2026-07-22
- Project APE says verifier costs fell about 90x in a year as Chinese open models lead — soumitrashukla9 · 2026-07-22
- Project APE builds its verifier benchmark from 100 AI-written papers with injected errors — soumitrashukla9 · 2026-07-22
- Paper proposes a CRED taxonomy and benchmark to measure research-error detectors — soumitrashukla9 · 2026-07-22
- OpenAI says long-horizon models need safety and alignment checks across full action sequences — rhiever · 2026-07-22
- A Reddit user proposes a consistency LoRA to keep anime and game scenes visually stable — ThirdWorldBoy21 · 2026-07-22