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How should we decide which fairness criteria or definitions to adopt in machine learning systems? To answer this question, we must study the fairness preferences of actual users of machine learning systems. Stringent parity constraints on…

人工智能 · 计算机科学 2020-12-09 Angie Peng , Jeff Naecker , Ben Hutchinson , Andrew Smart , Nyalleng Moorosi

We consider active learning under incentive compatibility constraints. The main application of our results is to economic experiments, in which a learner seeks to infer the parameters of a subject's preferences: for example their attitudes…

计算机科学与博弈论 · 计算机科学 2019-11-15 Federico Echenique , Siddharth Prasad

Value [4][5] is typically modeled using a continuous representation (i.e., a Real number). A discrete representation of value has recently been postulated [6]. A quantized representation of probability in the brain was also posited and…

神经元与认知 · 定量生物学 2020-09-17 James Tee , Desmond P. Taylor

Is an option especially tempting when it is both immediate and certain? I test the effect of risk on the present-bias factor given quasi-hyperbolic discounting. In my experiment workers allocate about thirty to fifty minutes of real-effort…

综合经济学 · 经济学 2024-08-28 J. Lucas Reddinger

In software-engineering research, many empirical studies are conducted with open-source or industry developers. However, in contrast to other research communities like economics or psychology, only few experiments use financial incentives…

软件工程 · 计算机科学 2024-09-17 Dmitri Bershadskyy , Jacob Krüger , Gül Çalıklı , Siegmar Otto , Sarah Zabel , Jannik Greif , Robert Heyer

The design of research grants has been hypothesized to be a useful tool for influencing researchers and their science. We test this by conducting two thought experiments in a nationally representative survey of academic researchers. First,…

综合经济学 · 经济学 2023-12-12 Kyle Myers , Wei Yang Tham

We study the problem of scheduling periodic real-time tasks so as to meet their individual minimum reward requirements. A task generates jobs that can be given arbitrary service times before their deadlines. A task then obtains rewards…

其他计算机科学 · 计算机科学 2010-07-06 I-Hong Hou , P. R. Kumar

Many biological, psychological and economic experiments have been designed where an organism or individual must choose between two options that have the same expected reward but differ in the variance of reward received. In this way,…

定量方法 · 定量生物学 2018-09-20 Jared M. Field , Michael B. Bonsall

For a real-world decision-making problem, the reward function often needs to be engineered or learned. A popular approach is to utilize human feedback to learn a reward function for training. The most straightforward way to do so is to ask…

机器学习 · 计算机科学 2023-10-31 Xiang Ji , Huazheng Wang , Minshuo Chen , Tuo Zhao , Mengdi Wang

Timing decisions are common: when to file your taxes, finish a referee report, or complete a task at work. We ask whether time preferences can be inferred when \textsl{only} task completion is observed. To answer this question, we analyze…

理论经济学 · 经济学 2019-05-13 Paul Heidhues , Philipp Strack

We describe human-subject laboratory experiments on probabilistic auctions based on previously proposed auction protocols involving the simulated manipulation and communication of quantum states. These auctions are probabilistic in…

量子物理 · 物理学 2009-03-31 Kay-Yut Chen , Tad Hogg

People often deviate from expected utility theory when making risky and intertemporal choices. While the effects of probabilistic risk and time delay have been extensively studied in isolation, their interplay and underlying theoretical…

理论经济学 · 经济学 2025-04-10 Ho Ka Chan , Taro Toyoizumi

I study altruistic choices through the lens of a cognitively noisy decision-maker. I introduce a theoretical framework that demonstrates how increased cognitive noise can directionally affect altruistic decisions and put its implications to…

综合经济学 · 经济学 2025-01-03 Niklas M. Witzig

The introduction of new payment methods has resulted in one of the most significant changes in the way we consume goods and services. In this paper, I present results of a field and a laboratory experiment designed to determine the effect…

综合经济学 · 经济学 2022-10-27 Yizhao Jiang

We introduce a notion of real-valued reward testing for probabilistic processes by extending the traditional nonnegative-reward testing with negative rewards. In this richer testing framework, the may and must preorders turn out to be…

计算机科学中的逻辑 · 计算机科学 2011-07-07 Yuxin Deng , Rob van Glabbeek , Matthew Hennessy , Carroll Morgan

What do binary (or probabilistic) forecasting abilities have to do with overall performance? We map the difference between (univariate) binary predictions, bets and "beliefs" (expressed as a specific "event" will happen/will not happen) and…

综合金融 · 定量金融 2020-04-10 Nassim Nicholas Taleb

This survey reviews recent developments in revealed preference theory. It discusses the testable implications of theories of choice that are germane to specific economic environments. The focus is on expected utility in risky environments;…

理论经济学 · 经济学 2019-12-04 Federico Echenique

An analyst is tasked with producing a statistical study. The analyst is not monitored and is able to manipulate the study. He can receive payments contingent on his report and trusted data collected from an independent source, modeled as a…

理论经济学 · 经济学 2025-10-02 Yaron Azrieli , Christopher Chambers , Paul Healy , Nicolas Lambert

Learning a reward function from human preferences is challenging as it typically requires having a high-fidelity simulator or using expensive and potentially unsafe actual physical rollouts in the environment. However, in many tasks the…

机器学习 · 计算机科学 2023-01-05 Daniel Shin , Anca D. Dragan , Daniel S. Brown

Computational preference elicitation methods are tools used to learn people's preferences quantitatively in a given context. Recent works on preference elicitation advocate for active learning as an efficient method to iteratively construct…

人机交互 · 计算机科学 2024-07-29 Vijay Keswani , Vincent Conitzer , Hoda Heidari , Jana Schaich Borg , Walter Sinnott-Armstrong
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