Open research questions in Auction Theory and Applications
65 unresolved questions extracted from the limitations and future-work sections of 730 Auction Theory and Applications papers in our library. Each links back to the study that raised it.
What the literature leaves open
The paper identifies a gap in the understanding of the use of reinforcement learning in financial trading. The study highlights the lack of research on the impact of market volatility on the agents' performance in autonomous trading systems.
Deviations from the Nash equilibrium in a two-player optimal execution game with reinforcement learning · 2026 · DOIThe problem of revenue maximization in mechanism design is a more elusive problem than welfare maximization. The existing mechanisms for revenue maximization are not efficient or individually rational.
The complexity and nontransparency of bilateral agreements. The need for mechanisms that can handle end-to-end connections. The requirement for high allocation efficiency and computational efficiency.
To study the effect of different pricing rules on mechanism efficiency. To analyze the robustness of the c-SeBiDA and BACBR-I mechanisms to different market scenarios. To compare the c-SeBiDA and BACBR-I mechanisms with other existing bandwidth auction mechanisms.
Extending the model to account for bidder risk aversion. Modifying the model to include differing entry costs and firm-specific distributions of costs.
The existing literature does not account for entry costs in competitive bidding. The effects of entry costs on the bidding process are not well understood.
Designing sealed bid auctions that balance the need for information with the risk of conspiratorial discussions among bidders. Understanding the effects of different information conditions on price determination in sealed bid auctions.
The paper identifies a gap in understanding how information and conspiracy affect price determination in sealed bid auctions. The study aims to address this gap by examining the allocative properties of sealed bid auctions under different information conditions.
The scheme does not depend upon a participant's expectation of influencing the policy decision to provide incentive to register an evaluation. The scheme is subject to a number of limitations, in addition to the problems of strategic behavior by participants and a lack of incentive for affected individuals to participate. Majority voting and representative democracy suffer some of the same problems.
The problem of inducing users of public goods to reveal their demand prices is a troublesome one. None of the existing schemes fully removes the motivation for strategic revelations of preferences.
The study had a limited number of subjects, with 48 subjects participating in the experiments. The experiments were limited to a single unit of a commodity. The study did not examine the behavior of bidders in other types of auctions.
The study identified a gap in the understanding of the behavior of bidders in different auction types. It noted that the method of assigning valuations is an important treatment variable in Dutch auctions.
Future research should explore the value of information in other decision making situations. The study suggests that future research should consider the cognitive and environmental constraints imposed on the subject.
The paper identifies a gap in the literature on the value of information in uncertain decision situations. The study highlights the need for more research on the value of information in sealed bidding tasks.
Press historians should try more skillful blending of diverse historical materials. Journalism history should be used as an important path for exploration and understanding of major communications questions.
To develop a model that can accurately estimate variance. To improve option pricing models using the paper's results. To study the effects of transaction costs on option prices.
The valuation of option contracts is a complex problem that requires accurate estimates of variance. There is a need for a model that can accurately estimate variance. The current option market is not a continuous market, and buyers and sellers have to be found.
The game theory model alone does not appear to be adequate. The analysis is confined to the (possibly infinite) game without a specific termination point.
The exact date of the start of this custom is unknown. The record books of the Court date back to 1832, but earlier records were burnt.
Further research could be done to uncover more information about the history of the auction. The custom of the auction could be compared to other traditional auctions.
The lack of a clear method for achieving Pareto-optimal results in imperfect markets. The need for a price determination method based on the first rejected bid.
There is a need for a platform to support research on auction mechanisms. The existing frameworks for interchange of goods have limitations.
The lack of understanding of how people process probabilistic information. The need for a theoretical framework to explain decision biases.
Probabilistic information processing: Effects of a biased payoff matrix on choices and bids · 1977 · DOIJournalism history lacks a central thesis or theses. The substance of communications history is diverse and anecdotal.
To study the game with a specific termination point. To analyze the game using other methods. To apply the game to other domains.
Most-cited papers in Auction Theory and Applications
- A Sparsity-Based Model of Bounded Rationality * · The Quarterly Journal of Economics · 2014 · 517 citations
- Artificial Intelligence, Algorithmic Pricing, and Collusion · American Economic Review · 2020 · 503 citations
- Consumer Inattention and Bill-Shock Regulation · The Review of Economic Studies · 2014 · 108 citations
- Dynamic Mechanism Design: An Introduction · Journal of Economic Literature · 2019 · 91 citations
- Optimal Sales Contracts with Withdrawal Rights · The Review of Economic Studies · 2015 · 84 citations
- Data, Competition, and Digital Platforms · American Economic Review · 2024 · 76 citations
- Privacy, Personalization, and Price Discrimination · Journal of the European Economic Association · 2020 · 64 citations
- Estimating Pricing Rigidities in Bilateral Transactions Markets · American Journal of Agricultural Economics · 2021 · 61 citations
- The Efficiency of Real-World Bargaining: Evidence from Wholesale Used-Auto Auctions · The Review of Economic Studies · 2020 · 61 citations
- Collusion in auctions for emission permits: An experimental analysis · Journal of Policy Analysis and Management · 2009 · 54 citations
Most recent work
- The AI Private-Valuation Marks-vs-Reality Ledger (v1): a pre-registered, reproducible scoreboard for how private AI valuations survive a real public price · Zenodo (CERN European Organization for Nuclear Research) · 2026
- Bicriteria Multidimensional Mechanism Design with Side Information · Mathematics of Operations Research · 2026
- Deviations from the Nash equilibrium in a two-player optimal execution game with reinforcement learning · Annals of Operations Research · 2026
- Two-Phase Multi-Round Combinatorial Auctions with Supplementary Bidding for Truckload Transportation Procurement · Mathematics · 2026
- Benchmarking Agents in Insurance Underwriting Environments · 2026
- LLMaaS Pricing: Discovery through computational limits · Zenodo (CERN European Organization for Nuclear Research) · 2026
- Detecting collusion in public procurement: lessons from data-driven screening tools · Japanese Economic Review · 2026
- Learning Truthful Mechanisms without Discretization · 2026
- Robust Autobidding for Noisy Conversion Prediction Models · 2026
- Interaction of spectrum auctions and mobile market competition: Review of theory and evidence from European 4G auctions · International Journal of Industrial Organization · 2026
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