Jianing He

most citedDE

^{3}

-BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks

2 citations · 3 across the 3 of their papers we have counts for

collaborators

Showing cs.LGShow all

3 papers · 1 filter

cs.LG2025

Improving Prediction Certainty Estimation for Reliable Early Exiting via Null Space Projection

Jianing He, Qi Zhang, Duoqian Miao +4

Early exiting has demonstrated great potential in accelerating the inference of pre-trained language models (PLMs) by enabling easy samples to exit at shallow layers, eliminating t…

cs.LG2024★ 1 cited

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

Jianing He, Qi Zhang, Hongyun Zhang +3

Early exiting is an effective paradigm for improving the inference efficiency of pre-trained language models (PLMs) by dynamically adjusting the number of executed layers for each…

cs.LG2024★ 2 cited

DE $^{3}$ -BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks

Jianing He, Qi Zhang, Weiping Ding +4

Early exiting has demonstrated its effectiveness in accelerating the inference of pre-trained language models like BERT by dynamically adjusting the number of layers executed. Howe…

Improving Prediction Certainty Estimation for Reliable Early Exiting via Null Space Projection

COSEE: Consistency-Oriented Signal-Based Early Exiting via Calibrated Sample Weighting Mechanism

DE3-BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks

DE $^{3}$ -BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks