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researcher

Piotr (Peter) Mardziel

RealmLabs.ai

18 papers hereh-index 162.5k citations40 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author17

Across the 17 of 18 papers where every author was matched, so the position is known.

fields
  • cs.CR4
  • cs.CL3
  • cs.LG3
  • cs.AI2
  • cs.CV1
  • cs.CY1
affiliations
  • RealmLabs.ai
HomepageORCID 0009-0007-6575-1541

identity via Semantic Scholar / OpenAlex

activity
20152024
most citedScore-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks

95 citations · 284 across the 17 of their papers we have counts for

collaborators
Showing cs.AIShow all

2 papers · 1 filter

cs.AI2020

Reconstructing Actions To Explain Deep Reinforcement Learning

Xuan Chen, Zifan Wang, Yucai Fan +4

Feature attribution has been a foundational building block for explaining the input feature importance in supervised learning with Deep Neural Network (DNNs), but face new challeng…

cs.AI2020★ 5 cited

Interpreting Interpretations: Organizing Attribution Methods by Criteria

Zifan Wang, Piotr Mardziel, Anupam Datta +1

Motivated by distinct, though related, criteria, a growing number of attribution methods have been developed tointerprete deep learning. While each relies on the interpretability o…

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