2 papers
cs.CV2026
SpiralFovea: Input-Adaptive Foveated Tokenization as a Third Lever of Resource-Adaptive Inference
Kyan Mahajan, Mohammad Saqlain
Most adaptive-inference techniques for foundation models change what the model does - early exit, MoE routing, KV-cache compression, dynamic attention sparsity. The input that hits…
cs.CV2026
QueST: Persistent Queries as Semantic Monitors for Drift Suppression in Long-Horizon Tracking
Mayank Anand, Mohammad Saqlain, Kyan Mahajan +3
Tracking points in videos is typically formulated as frame-to-frame correspondence, where each point is matched locally to the next frame. While this works over short horizons, err…