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Preprint Aug 2026

DoRF++: Spherical Representation Learning over Doppler Radiance Fields for Robust Wi-Fi Sensing

Motivated by the IEEE 802.11bf effort to standardize advanced WLAN sensing, interest in Wi-Fi Channel State Information (CSI) for passive, device-free, and privacy-preserving activity and gesture recognition has grown rapidly. Recent studies have shown that Doppler velocity projections extracted from CSI, which directl...

Navid Hasanzadeh, S. Valaee · 0 citations
#machine learning Preprint May 2026

A Dual Representation of Influence Functions for Linearizable Models

This representation can be an efficient alternative to the original influence functions for estimating changes in parameters, model outputs and loss due to data point removal, when model size is large relative to dataset size, or when evaluating the original influence functions in parameter space is infeasible.

Zhen Sun, S. Valaee · 0 citations

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