GRKD replaces absolute probability matching with a pairwise ranking loss on teacher-ordered pairs and reports improved LLM distillation results.
Analysis and Experimental Validation of the WPT Efficiency of the Both-Sides Retrodirective System
1 Pith paper cite this work. Polarity classification is still indexing.
abstract
The retrodirective antenna array is considered as a mechanism to enable target tracking of a power receiver for long range wireless power transfer (WPT) due to its simplicity in implementation using only analog circuits. By installing the retrodirective capability on both the generator and rectenna arrays, a feedback loop that produces a high efficiency WPT channel is created. In this paper, we characterize the dynamics of this phenomenon using a discrete-time state-space model based on S-parameters and show that the system can naturally achieve maximum theoretical WPT efficiency. We further confirmed the theoretical analysis through a hardware experiment using a 12-port circuit board with measurable S-parameters mimicking a static wireless channel. The results collected from the hardware experiment show agreement with the proposed theoretical framework by comparing the theoretical efficiency with the measured efficiency and by showing that the collected data points follow the predicted condition to achieve maximum efficiency.
fields
cs.LG 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
-
Group Relative Knowledge Distillation: Learning from Teacher's Relational Inductive Bias
GRKD replaces absolute probability matching with a pairwise ranking loss on teacher-ordered pairs and reports improved LLM distillation results.