Fair Division of Indivisible Goods: Recent Progress and Open Questions
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Abstract (arXiv)
Allocating resources to individuals in a fair manner has been a topic of interest since ancient times, with most of the early mathematical work on the problem focusing on resources that are infinitely divisible. Over the last decade, there has been a surge of papers studying computational questions regarding the indivisible case, for which exact fairness notions such as envy-freeness and proportionality are hard to satisfy. One main theme in the recent research agenda is to investigate the extent to which their relaxations, like maximin share fairness (MMS) and envy-freeness up to any good (EFX), can be achieved. In this survey, we present a comprehensive review of the recent progress made in the related literature by highlighting different ways to relax fairness notions, common algorithm design techniques, and the most interesting questions for future research.
Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). First posted on arXiv 18 Aug 2022.
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Citing papers per year: 2023: 1; 2024: 5; 2025: 7; 2026: 8.
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- 2025Virtual Agent Economiescited by 21
- 2024Temporal Fair Division of Indivisible Itemscited by 11
- 2025Online Fair Division with Additional Informationcited by 6
- 2024Pushing the Frontier on Approximate EFX Allocationscited by 4
- 2025Online Fair Division for Personalized 2-Value Instancescited by 3
- 2025Fairness Aware Reinforcement Learning via Proximal Policy Optimizationcited by 2
- 2024Fair Allocation in Dynamic Mechanism Designcited by 1
- 2025On the existence of EFX allocations in multigraphscited by 1
- 2025Simultaneously Fair Allocation of Indivisible Items Across Multiple Dimensionscited by 1
- 2026The Cost of EFX: Generalized-Mean Welfare and Complexity Dichotomies with Few Surplus Itemscited by 1
- 2023Constrained Serial Dictatorships can be Faircited by 0
- 2024Using Protected Attributes to Consider Fairness in Multi-Agent Systemscited by 0
9 more
- 2024Learning Fair and Preferable Allocations through Neural Networkcited by 0
- 2025Probing EFX via PMMS: (Non-)Existence Results in Discrete Fair Divisioncited by 0
- 2026Envy-Free Allocation of Indivisible Goods via Noisy Queriescited by 0
- 2026Divide-and-Denoise: A Game-Theoretic Method for Fairly Composing Diffusion Modelscited by 0
- 2026Fair Division with Strictly Increasing Valuations: A Tight Threshold for Two-Agent EF1 and POcited by 0
- 2026Simultaneous Envy and Equitability Guaranteescited by 0
- 2026Settling the Computational Complexity of Max-Min Allocation with Ternary Valuationscited by 0
- 2026Improving the Bounds on Approximating Weighted Maximin Share for Chorescited by 0
- 2026Exact Cut Complexity of Equal-Length Proportional Cake Cuttingcited by 0
- 2026Exact Cut Complexity of Equal-Length Proportional Cake Cutting14 Oct 2026
- 2026Improving the Bounds on Approximating Weighted Maximin Share for Chores11 Oct 2026
- 2026Settling the Computational Complexity of Max-Min Allocation with Ternary Valuations4 Oct 2026
- 2026Simultaneous Envy and Equitability Guarantees26 Aug 2026
- 2026Fair Division with Strictly Increasing Valuations: A Tight Threshold for Two-Agent EF1 and PO25 Jul 2026
- 2026Divide-and-Denoise: A Game-Theoretic Method for Fairly Composing Diffusion Models8 Jun 2026
- 2026Envy-Free Allocation of Indivisible Goods via Noisy Queries6 Feb 2026
- 2026The Cost of EFX: Generalized-Mean Welfare and Complexity Dichotomies with Few Surplus Items19 Jan 2026
- 2025Virtual Agent Economies12 Sep 2025
- 2025Probing EFX via PMMS: (Non-)Existence Results in Discrete Fair Division20 Jul 2025
- 2025Simultaneously Fair Allocation of Indivisible Items Across Multiple Dimensions26 Jun 2025
- 2025Online Fair Division with Additional Information30 May 2025
9 more
- 2025Online Fair Division for Personalized 2-Value Instances28 May 2025
- 2025On the existence of EFX allocations in multigraphs13 Feb 2025
- 2025Fairness Aware Reinforcement Learning via Proximal Policy Optimization6 Feb 2025
- 2024Learning Fair and Preferable Allocations through Neural Network23 Oct 2024
- 2024Temporal Fair Division of Indivisible Items18 Oct 2024
- 2024Using Protected Attributes to Consider Fairness in Multi-Agent Systems16 Oct 2024
- 2024Pushing the Frontier on Approximate EFX Allocations18 Jun 2024
- 2024Fair Allocation in Dynamic Mechanism Design31 May 2024
- 2023Constrained Serial Dictatorships can be Fair11 Jan 2023
- 2025Virtual Agent Economiescited by 21
- 2024Temporal Fair Division of Indivisible Itemscited by 11
- 2025Online Fair Division with Additional Informationcited by 6
- 2024Pushing the Frontier on Approximate EFX Allocationscited by 4
- 2025Online Fair Division for Personalized 2-Value Instancescited by 3
- 2024Fair Allocation in Dynamic Mechanism Designcited by 1
- 2025On the existence of EFX allocations in multigraphscited by 1
- 2025Simultaneously Fair Allocation of Indivisible Items Across Multiple Dimensionscited by 1
- 2026The Cost of EFX: Generalized-Mean Welfare and Complexity Dichotomies with Few Surplus Itemscited by 1
- 2023Constrained Serial Dictatorships can be Faircited by 0
- 2024Using Protected Attributes to Consider Fairness in Multi-Agent Systemscited by 0
- 2024Learning Fair and Preferable Allocations through Neural Networkcited by 0
12 most cited of 19 All 19 (JSON)
- 2026Exact Cut Complexity of Equal-Length Proportional Cake Cutting14 Oct 2026
- 2026Improving the Bounds on Approximating Weighted Maximin Share for Chores11 Oct 2026
- 2026Settling the Computational Complexity of Max-Min Allocation with Ternary Valuations4 Oct 2026
- 2026Simultaneous Envy and Equitability Guarantees26 Aug 2026
- 2026Fair Division with Strictly Increasing Valuations: A Tight Threshold for Two-Agent EF1 and PO25 Jul 2026
- 2026Envy-Free Allocation of Indivisible Goods via Noisy Queries6 Feb 2026
- 2026The Cost of EFX: Generalized-Mean Welfare and Complexity Dichotomies with Few Surplus Items19 Jan 2026
- 2025Virtual Agent Economies12 Sep 2025
- 2025Probing EFX via PMMS: (Non-)Existence Results in Discrete Fair Division20 Jul 2025
- 2025Simultaneously Fair Allocation of Indivisible Items Across Multiple Dimensions26 Jun 2025
- 2025Online Fair Division with Additional Information30 May 2025
- 2025Online Fair Division for Personalized 2-Value Instances28 May 2025
12 newest of 19 All 19 (JSON)