Author

K. Kislay

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Jul 2026

ChronoStitch: Training-Free Composition of Visual KV Memories for Long-Horizon Temporal Reasoning

ChronoStitch selectively recomputes a small fraction of high-deviation later-chunk visual tokens while allowing them to attend over the composed cache, improving event-ordering accuracy while running 3.3x faster than full joint re-prefilling.

Santiram Tiwari, Nishant Sinha, K. Kislay · arXiv.org · 0 citations

Jul 2026

BLUE: Semantics-Preserving Video Compression for Efficient Vision-Language Surveillance Analytics

It is suggested that BLUE functions as a machine-centric compression layer for surveillance video, reducing bandwidth and inference cost while preserving VLM semantic performance.

Shubham Baid, Akash James, Sahil Chachra et al. · arXiv.org · 0 citations