How Bad is Top-$K$ Recommendation under Competing Content Creators?

How Bad is Top- $K$ Recommendation under Competing Content Creators?

3 February 2023

Denis Nekipelov

Papers citing "How Bad is Top-$K$ Recommendation under Competing Content Creators?"

17 / 17 papers shown

Title
Decoupled Recommender Systems: Exploring Alternative Recommender Ecosystem Designs Anas Buhayh Elizabeth McKinnie Robin Burke 31 0 0 05 Mar 2025
Flattening Supply Chains: When do Technology Improvements lead to Disintermediation? S. Nageeb Ali Nicole Immorlica Meena Jagadeesan Brendan Lucier 38 0 0 28 Feb 2025
Producers Equilibria and Dynamics in Engagement-Driven Recommender Systems Krishna Acharya Varun Vangala Jingyan Wang Juba Ziani 114 3 0 21 Feb 2025
Machine Learning Should Maximize Welfare, Not (Only) Accuracy Nir Rosenfeld Haifeng Xu HAI FaML 76 2 0 17 Feb 2025
The Search for Stability: Learning Dynamics of Strategic Publishers with Initial Documents Omer Madmon Idan Pipano Itamar Reinman Moshe Tennenholtz 65 3 0 03 Jan 2025
Contractual Reinforcement Learning: Pulling Arms with Invisible Hands Jibang Wu Siyu Chen Mengdi Wang Huazheng Wang Haifeng Xu 39 2 0 01 Jul 2024
How to Strategize Human Content Creation in the Era of GenAI? Seyed A. Esmaeili Kshipra Bhawalkar Zhe Feng Di Wang Di Wang Haifeng Xu 67 4 0 07 Jun 2024
Strategic Linear Contextual Bandits Thomas Kleine Buening Aadirupa Saha Christos Dimitrakakis Haifeng Xu 46 0 0 01 Jun 2024
Accounting for AI and Users Shaping One Another: The Role of Mathematical Models Sarah Dean Evan Dong Meena Jagadeesan Liu Leqi 42 7 0 18 Apr 2024
PPA-Game: Characterizing and Learning Competitive Dynamics Among Online Content Creators Renzhe Xu Haotian Wang Xingxuan Zhang Bo-wen Li Peng Cui 34 3 0 22 Mar 2024
Human vs. Generative AI in Content Creation Competition: Symbiosis or Conflict? Fan Yao Chuanhao Li Denis Nekipelov Hongning Wang Haifeng Xu 48 15 0 23 Feb 2024
Clickbait vs. Quality: How Engagement-Based Optimization Shapes the Content Landscape in Online Platforms Nicole Immorlica Meena Jagadeesan Brendan Lucier OffRL 34 11 0 18 Jan 2024
Follow-ups Also Matter: Improving Contextual Bandits via Post-serving Contexts Chaoqi Wang Ziyu Ye Zhe Feng Ashwinkumar Badanidiyuru Haifeng Xu 31 1 0 25 Sep 2023
When Are Two Lists Better than One?: Benefits and Harms in Joint Decision-making Kate Donahue Sreenivas Gollapudi Kostas Kollias 37 3 0 22 Aug 2023
Incentivizing High-Quality Content in Online Recommender Systems Xinyan Hu Meena Jagadeesan Michael I. Jordan Jacob Steinhard 39 10 0 13 Jun 2023
Competing for Shareable Arms in Multi-Player Multi-Armed Bandits Renzhe Xu Hongya Wang Xingxuan Zhang Yangqiu Song Peng Cui 26 5 0 30 May 2023
Online Learning in a Creator Economy Banghua Zhu Sai Praneeth Karimireddy Jiantao Jiao Michael I. Jordan 27 7 0 19 May 2023