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- Faculty Publications (2)
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- All HBS Web (15)
- Faculty Publications (2)
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- 2022
- Article
Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis.
By: Martin Pawelczyk, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay and Himabindu Lakkaraju
As machine learning (ML) models become more widely deployed in high-stakes applications, counterfactual explanations have emerged as key tools for providing actionable model explanations in practice. Despite the growing popularity of counterfactual explanations, a... View Details
Keywords: Machine Learning Models; Counterfactual Explanations; Adversarial Examples; Mathematical Methods
Pawelczyk, Martin, Chirag Agarwal, Shalmali Joshi, Sohini Upadhyay, and Himabindu Lakkaraju. "Exploring Counterfactual Explanations Through the Lens of Adversarial Examples: A Theoretical and Empirical Analysis." Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) 25th (2022).
- Article
Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error
By: Celia Cintas, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan and Edward McFowland III
Reliably detecting attacks in a given set of inputs is of high practical relevance because of the vulnerability of neural networks to adversarial examples. These altered inputs create a security risk in applications with real-world consequences, such as self-driving... View Details
Keywords: Autoencoder Networks; Pattern Detection; Subset Scanning; Computer Vision; Statistical Methods And Machine Learning; Machine Learning; Deep Learning; Data Mining; Big Data; Large-scale Systems; Mathematical Methods; Analytics and Data Science
Cintas, Celia, Skyler Speakman, Victor Akinwande, William Ogallo, Komminist Weldemariam, Srihari Sridharan, and Edward McFowland III. "Detecting Adversarial Attacks via Subset Scanning of Autoencoder Activations and Reconstruction Error." Proceedings of the International Joint Conference on Artificial Intelligence 29th (2020).
- Program
Creating Brand Value
nurture relationships and create value for both consumers and your business. Key Benefits Through real-life examples of how B2C companies and their marketers are creating brand value, you will expand your understanding of today's branding... View Details
- 16 Apr 2001
- Research & Ideas
Breaking the Code of Change
want to develop business organizations that satisfy shareholders and yet have the capacity to adapt and survive as viable institutions in the long run. Theory E In 1994 Al Dunlap became CEO of troubled Scott Paper. Like Champion International, a comparison company we... View Details
Keywords: by Michael Beer & Nitin Nohria
- 21 Sep 2020
- Research & Ideas
Are You Sabotaging Your Own Company?
leaders who create arcane and tedious processes can kill employee morale and cripple company performance just as quickly as an adversary who pours sand into the gas tank of a company vehicle, Thomke writes in the MIT Sloan Management... View Details
Keywords: by Dina Gerdeman
- 02 Oct 2006
- Research & Ideas
Negotiating in Three Dimensions
adversaries as well as with colleagues within your organization? In this Q&A, James Sebenius and David Lax, authors of 3-D Negotiation: Powerful Tools to Change the Game in Your Most Important Deals, discuss the common mistakes of... View Details
Keywords: by Martha Lagace
- 19 Jul 2004
- Research & Ideas
Your Customers: Use Them or Lose Them
customers have to guess their usage. The companies make money when you guess wrong, when you pay for capacity you don't use. The company has set up the customer in an adversarial role; the company benefits when customer does not." A... View Details
Keywords: by Martha Lagace
- 14 Oct 2002
- Research & Ideas
The Widening Rift Between Corporations and Society
(UPS has already made significant strategic moves in this direction.) Other early moves are likely to involve the reconfiguration of fragmented and mutually adversarial businesses that dramatically suboptimize wealth creation. The classic... View Details
Keywords: by Martha Lagace
- Web
Advanced Negotiation: Great Dealmakers, Diplomats, and Deals - Course Catalog
challenging business, financial, diplomatic, and not-for-profit negotiations, often with public-private and cross-border aspects. Of the cases, exercises, videos, and significant examples in the course, roughly a third could be classified... View Details
- 03 Mar 2003
- Research & Ideas
The Ingredients of a Deal Disaster
underlying social contract. A second union was quickly organized, and it took a far more adversarial approach, demanding higher wages and insisting on job guarantees. Local suppliers saw the company as untrustworthy and refused to do... View Details
- 23 Jul 2024
- In Practice
The New Rules of Trade with China: Navigating Tariffs, Turmoil, and Opportunities
overseas suppliers. One example is Hasbro, which began sourcing from firms in India, Vietnam, and Mexico in the last five years. Moving existing suppliers out of China. Goertek, a supplier of Google’s Pixel watch, and Foxconn, a... View Details
- 05 Feb 2019
- News
Protecting the Power Grid
says, usually less than 24 hours, while longer outages have been more localized and the areas affected have been able to rely on outside help. The recent collapse of Puerto Rico’s power grid after Hurricane Maria, however, is a frightening View Details
- 01 Sep 2020
- News
The Devil You Don’t Know
Illustration by David Plunkert Illustration by David Plunkert Edited by Dan Morrell What examples from history can we reflect on as we begin to address the economic impacts of the COVID-19 pandemic and prescribe solutions for policy and... View Details
- 01 Apr 1996
- News
Stewards of the Seventh Generation
assets are practicing sustainable development. According to this line of thinking, harvesting trees and using the money generated to build schools would be an example of sustainable development. But others insist that development is... View Details
- Web
Print View - Course Catalog
financial, diplomatic, and not-for-profit negotiations, often with public-private and cross-border aspects. Of the cases, exercises, videos, and significant examples in the course, roughly a third could be classified in a mainly... View Details