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cs.LG2023★ 1 cited
Supervision Complexity and its Role in Knowledge Distillation
Hrayr Harutyunyan, Ankit Singh Rawat, Aditya Krishna Menon +2
Despite the popularity and efficacy of knowledge distillation, there is limited understanding of why it helps. In order to study the generalization behavior of a distilled student,…
cs.LG2022★ 1 cited
Teacher Guided Training: An Efficient Framework for Knowledge Transfer
Manzil Zaheer, Ankit Singh Rawat, Seungyeon Kim +5
The remarkable performance gains realized by large pretrained models, e.g., GPT-3, hinge on the massive amounts of data they are exposed to during training. Analogously, distilling…