A framework for fair decision-making over time with time-invariant utilities

A Lodi, S Sankaranarayanan, G Wang - European Journal of Operational …, 2024 - Elsevier
Fairness is a major concern in contemporary decision problems. In these situations, the
objective is to maximize fairness while preserving the efficacy of the underlying decision …

Attention-based QoE-aware digital twin empowered edge computing for immersive virtual reality

J Yu, A Alhilal, T Zhou, P Hui… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Metaverse applications such as virtual reality (VR) content streaming, require optimal
resource allocation strategies for mobile edge computing (MEC) to ensure a high-quality …

Policy Fairness and Unknown Bias Dynamics in Sequential Allocations

M Segal, AM George, C Dimitrakakis - … of the 3rd ACM Conference on …, 2023 - dl.acm.org
This work considers a dynamic decision making framework for allocating opportunities over
time to advantaged and disadvantaged individuals, focusing on the example of college …

Optimizing Fairness over Time with Homogeneous Workers (Short Paper)

B van Rossum, R Chen, A Lodi - 23rd Symposium on Algorithmic …, 2023 - drops.dagstuhl.de
There is growing interest in including fairness in optimization models. In particular, the
concept of fairness over time, or, long-term fairness, is gaining attention. In this paper, we …

No-regret algorithms for fair resource allocation

A Sinha, A Joshi, R Bhattacharjee… - Advances in …, 2023 - proceedings.neurips.cc
We consider a fair resource allocation problem in the no-regret setting against an
unrestricted adversary. The objective is to allocate resources equitably among several …

[HTML][HTML] Railway crew planning with fairness over time

BTC van Rossum, T Dollevoet, D Huisman - European Journal of …, 2024 - Elsevier
Passenger railway operators typically employ large numbers of drivers and guards, and are
interested in providing them with fair and attractive working conditions. At Netherlands …

Fair resource allocation in virtualized O-RAN platforms

F Aslan, G Iosifidis, JA Ayala-Romero… - Proceedings of the …, 2024 - dl.acm.org
O-RAN systems and their deployment in virtualized general-purpose computing platforms (O-
Cloud) constitute a paradigm shift expected to bring unprecedented performance gains …

Toward Structure Fairness in Dynamic Graph Embedding: A Trend-aware Dual Debiasing Approach

Y Li, Y Yang, J Cao, S Liu, H Tang, G Xu - Proceedings of the 30th ACM …, 2024 - dl.acm.org
Recent studies successfully learned static graph embeddings that are structurally fair by
preventing the effectiveness disparity of high-and low-degree vertex groups in downstream …

Time fairness in online knapsack problems

A Lechowicz, R Sengupta, B Sun, S Kamali… - arXiv preprint arXiv …, 2023 - arxiv.org
The online knapsack problem is a classic problem in the field of online algorithms. Its
canonical version asks how to pack items of different values and weights arriving online into …

Federated Prompt-based Decision Transformer for Customized VR Services in Mobile Edge Computing System

T Zhou, J Yu, J Zhang, DHK Tsang - arXiv preprint arXiv:2402.09729, 2024 - arxiv.org
This paper investigates resource allocation to provide heterogeneous users with customized
virtual reality (VR) services in a mobile edge computing (MEC) system. We first introduce a …