Author

Ekta Prashnani

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#artificial intelligence Preprint Sep 2026

Pixels to Keys: Exploring Spatial and Motion Cues in Gameplay Inverse Dynamics

Per-action evaluation and failure analysis highlight ambiguities from camera motion, delayed effects and imbalanced key-press frequencies that call for explicit modeling of 3D scene structure, long-term state and the adoption of proper losses in future implementations.

Abhishek Pillai, Ekta Prashnani, Joohwan Kim et al. · 0 citations

Jul 2026

Spatial-IQ: Deconstructing Spatial Intelligence via Hierarchical Capability Tests

It is demonstrated that training models with chain-of-thought supervision over the authors' hierarchical sub-tasks, combined with reinforcement learning with verifiable rewards, significantly improves both spatial consistency across sub-tasks and target-task accuracy, supporting the value of the proposed decomposition...

Patrick Rim, Tom Long, Ekta Prashnani et al. · arXiv.org · 0 citations