Author

Ambarish Parthasarathy

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#federated learning Preprint Oct 2026

FedSSMCoOp: SSM Encoders for light-weight Federated Prompt Learning for Few-shot Classification

Vision-Language Models (VLMs) have shown strong performance across a wide range of downstream vision tasks, thanks to the complementary information contained in the respective domains. Despite the performance gains, most of these approaches rely on aligning these domains using the cosine similarity metric, which fails...

Ankita Das, Ambarish Parthasarathy, S. Channappayya et al. · 0 citations

Conference Jul 2026

AVT-PAC: A Pipeline for Multimodal Action Prediction and Captioning

Action prediction from frames and videos is a well-studied problem. Models trained with a single modality, mostly vision, will fail in low-light conditions. Recent works have attempted to predict action categories using vision-language and audio-visual models. A challenge, however, is that some dataset annotations lack...

A. R, Ambarish Parthasarathy, Sucharitha Devarakonda et al. · International Conference on... · 0 citations