Endo-C6, a compact corruption benchmark of six endoscopy-realistic perturbations evaluated at a fixed high severity, is introduced and RobustEndoCLIP, obtained by few-shot parameter-efficient tuning with VeRA, outperforming existing TVLM baselines are presented.
Darakshan Rashid, Raza Imam, Ufaq Khan et al.· 0 citations
Efficient spectrum utilization is critical for next-generation cellular networks such as 5G-Advanced and 6G, which must support diverse services with heterogeneous quality-of-service (QoS) requirements. Grant-free (GF) communication in 5G new radio enables low-latency unscheduled transmissions but often suffers from un...
Yukti Kaura, B. Lall, R. Mallik et al.· IEEE Transactions on Green C...· 0 citations
MoBE is proposed: a fully optimization-free framework that performs dynamic expert selection and adaptation at test time that combines entropy-guided dynamic routing in MoE settings with expert-wise Bayesian adaptation, enabling experts to update their confidence and adapt online without gradient updates.
An intelligent dynamic battery energy (DBE) management scheme that calculates the precise energy deficit per symbol required to exactly achieve target transmit power per symbol interval, ensuring stable QoS while minimizing the long-term ergodic battery energy consumption per symbol compared to fixed battery energy (FB...
Mudasir Bakshi, B. Lall, R. Mallik· IEEE Open Journal of the Com...· 0 citations
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