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Natural language explanations of deep neural network decisions provide an intuitive way for a AI agent to articulate a reasoning process.
The caltech-ucsd birds-200-2011 dataset
Wah, Catherine, Branson, Steve, Welinder, Peter, Perona, Pietro, and Belongie, Serge · 2011
Earlier work this paper cites.
Adversarial perturbations against deep neural networks for malware classification
Grosse, Kathrin, Papernot, Nicolas, Manoharan, Praveen, Backes, Michael, and McDaniel, Patrick · 2016
Earlier work this paper cites.
Generating visual explanations
Hendricks, Lisa Anne, Akata, Zeynep, Rohrbach, Marcus, Donahue, Jeff, Schiele, Bernt, and Darrell, Trevor · 2016
Earlier work this paper cites.
Learning deep representations of fine-grained visual descriptions
Reed, Scott, Akata, Zeynep, Lee, Honglak, and Schiele, Bernt · 2016
Earlier work this paper cites.
Interpnet: Neural introspection for interpretable deep learning
Barratt, Shane · 2017
Cited alongside, same era.
Grounding visual explanations
Hendricks, Lisa Anne, Hu, Ronghang, Darrell, Trevor, and Akata, Zeynep · 2017
Cited alongside, same era.
Modeling relationships in referential expressions with compositional modular networks
Hu, Ronghang, Rohrbach, Marcus, Andreas, Jacob, Darrell, Trevor, and Saenko, Kate · 2017
Cited alongside, same era.
Visual genome: Connecting language and vision using crowdsourced dense image annotations
Krishna, Ranjay, Zhu, Yuke, Groth, Oliver, Johnson, Justin, Hata, Kenji, Kravitz, Joshua, Chen, Stephanie, Kalantidis, Yannis, Li, Li-Jia, Shamma, David A, et al · 2017
Cited alongside, same era.
Counterfactual explanations without opening the black box: Automated decisions and the gdpr
Wachter, Sandra, Mittelstadt, Brent, and Russell, Chris · 2017
Later among the works it cites.
Explanations based on the missing: Towards contrastive explanations with pertinent negatives
Dhurandhar, Amit, Chen, Pin-Yu, Luss, Ronny, Tu, Chun-Chen, Ting, Paishun, Shanmugam, Karthikeyan, and Das, Payel · 2018
Closest in time.
Multimodal explanations: Justifying decisions and pointing to the evidence
Park, Dong Huk, Hendricks, Lisa Anne, Akata, Zeynep, Rohrbach, Anna, Schiele, Bernt, Darrell, Trevor, and Rohrbach, Marcus · 2018
Closest in time.
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