Not All Errors Matter: Decision-Relevant Prediction Error Predicts Planning Quality
cs.LG
Submitted: 2026-09-26
Updated: 2026-09-26
Terminology
Sources
- Revisiting Feature Prediction for Learning Visual Representations from Video
- Imperfect World Models are Exploitable
- Metrics for Finite Markov Decision Processes
- Is Your LLM Secretly a World Model of the Internet? Model-Based Planning for Web Agents
- Dream to Control: Learning Behaviors by Latent Imagination
- Hallucination in World Models is Predictable and Preventable
- How Far is Video Generation from World Model: A Physical Law Perspective
- DeepMind Control Suite
- Learning Invariant Visual Representations for Planning with Joint-Embedding Predictive World Models
- Towards Accurate Generative Models of Video: A New Metric & Challenges
- Calibrated Value-Aware Model Learning with Probabilistic Environment Models
- Learning Interactive Real-World Simulators
- ReAct: Synergizing Reasoning and Acting in Language Models
- How Should World Models Be Evaluated for Embodied Decision-Making? A Decision-Making-Centric Position
- Learning Invariant Representations for Reinforcement Learning without Reconstruction
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