"learning-augmented algorithms" Papers

18 papers found

A Learning-Augmented Dynamic Programming Approach for Orienteering Problem with Time Windows

Guansheng Peng, Lining Xing, Fuyan Ma et al.

NEURIPS 2025

Combinatorial Ski Rental Problem: Robust and Learning-Augmented Algorithms

Ziwei Li, Bo Sun, Zhiqiu Zhang et al.

NEURIPS 2025

Improved Bounds for Online Facility Location with Predictions

Dimitris Fotakis, Evangelia Gergatsouli, Themistoklis Gouleakis et al.

AAAI 2025paperarXiv:2107.08277
16
citations

Learning-Augmented Algorithms for $k$-median via Online Learning

Anish Hebbar, Rong Ge, Amit Kumar et al.

NEURIPS 2025

Learning-Augmented Online Bidding in Stochastic Settings

Spyros Angelopoulos, Bertrand Simon

NEURIPS 2025arXiv:2510.25582

Learning-Augmented Online Bipartite Fractional Matching

XianJun, Davin Choo, Billy Jin, Yongho Shin

NEURIPS 2025arXiv:2505.19252

Learning-Augmented Search Data Structures

Chunkai Fu, Brandon G. Nguyen, Jung Seo et al.

ICLR 2025arXiv:2402.10457
6
citations

Learning-Augmented Streaming Algorithms for Correlation Clustering

Yinhao Dong, Shan Jiang, Shi Li et al.

NEURIPS 2025arXiv:2510.10705

Minimalistic Predictions for Online Class Constraint Scheduling

Dorian Guyot, Alexandra Lassota

ICLR 2025

New Algorithms for the Learning-Augmented k-means Problem

Junyu Huang, Qilong Feng, Ziyun Huang et al.

ICLR 2025
1
citations

Online Multi-Class Selection with Group Fairness Guarantee

Faraz Zargari, Hossein Jazi, Lyndon Hallett et al.

NEURIPS 2025arXiv:2510.21055

Online Portfolio Selection with ML Predictions

Ziliang Zhang, Tianming Zhao, Albert Zomaya

NEURIPS 2025

Robustifying Learning-Augmented Caching Efficiently without Compromising 1-Consistency

Peng Chen, Hailiang Zhao, Jiaji Zhang et al.

NEURIPS 2025arXiv:2507.16242

Chasing Convex Functions with Long-term Constraints

Adam Lechowicz, Nicolas Christianson, Bo Sun et al.

ICML 2024arXiv:2402.14012
5
citations

Learning-Augmented Online Algorithm for Two-Level Ski-Rental Problem

Keyuan Zhang, Zhongdong Liu, Nakjung Choi et al.

AAAI 2024paperarXiv:2402.06715
2
citations

Non-clairvoyant Scheduling with Partial Predictions

Ziyad Benomar, Vianney Perchet

ICML 2024arXiv:2405.01013
10
citations

Online bipartite matching with imperfect advice

Davin Choo, Themis Gouleakis, Chun Kai Ling et al.

ICML 2024arXiv:2405.09784
5
citations

Parsimonious Learning-Augmented Approximations for Dense Instances of $\mathcal{NP}$-hard Problems

Evripidis Bampis, Bruno Escoffier, Michalis Xefteris

ICML 2024arXiv:2402.02062
5
citations