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titleconferencedate
Interpretability For EveryoneWomen in Data Science (WiDS) Stanford 20202020-03-02
Shows that saliency maps fail sanity checks by barely changing even after networks are randomized, so visual explanations can be misleading; develops TCAV…
Talk on
How to Fail Interpretability ResearchEmerging Challenges in Deep Learning (Simons Institute workshop, 2019)2019-08-05
Field surveys identify 11 recurring ways research stalls and offer concrete checks and datasets to avoid them, for example a synthetic attribution test that…
Talk on
Interpretability - now what?Frontiers of Deep Learning 20192019-07-15
Shows that common saliency maps barely change when network weights are randomized and fail simple sanity checks, so a benchmark with controlled object…
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