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ATLAS: Automated Approximation of Transformers for Efficient Homomorphic Inference in One Hour
Jianhang Xie, Sicheng Tan, Vishnu Naresh Boddeti +1
Fully homomorphic encryption (FHE) lets a server run inference on encrypted data with strong privacy guarantees, but running a Transformer under FHE is expensive. Its non-linear op…
QSVideo: Query-Conditioned Semantic Temporal Retrieval for Video Understanding
Wei Ao, Lan Wang, Vishnu Naresh Boddeti
The performance of vision-language models (VLMs) in video understanding declines with increasing video duration, as video moments unrelated to the query confuse their language comp…
Compositional Generative Modeling from Decentralized Data
Mashrur M. Morshed, Vishnu Naresh Boddeti
Learning the compositional nature of the physical world requires joint observation of interacting factors. However, because practical data is often decentralized, these factors are…