On the Difficulty of Evaluating Baselines: A Study on Recommender
Systems

On the Difficulty of Evaluating Baselines: A Study on Recommender Systems

4 May 2019

Li Zhang

Papers citing "On the Difficulty of Evaluating Baselines: A Study on Recommender Systems"

14 / 14 papers shown

Title
Algorithm Performance Spaces for Strategic Dataset Selection Steffen Schulz 22 0 0 29 Apr 2025
Why is Normalization Necessary for Linear Recommenders? Seongmin Park Mincheol Yoon Hye-young Kim Jongwuk Lee 35 0 0 08 Apr 2025
A Thorough Performance Benchmarking on Lightweight Embedding-based Recommender Systems Hung Vinh Tran Tong Chen Quoc Viet Hung Nguyen Zi-Rui Huang Lizhen Cui Hongzhi Yin 41 1 0 25 Jun 2024
Beyond RMSE and MAE: Introducing EAUC to unmask hidden bias and unfairness in dyadic regression models Jorge Paz-Ruza Amparo Alonso-Betanzos B. Guijarro-Berdiñas Brais Cancela Carlos Eiras-Franco 56 2 0 19 Jan 2024
On (Normalised) Discounted Cumulative Gain as an Off-Policy Evaluation Metric for Top- $n$ Recommendation Olivier Jeunen Ivan Potapov Aleksei Ustimenko ELM OffRL 27 11 0 27 Jul 2023
Probabilistic Unrolling: Scalable, Inverse-Free Maximum Likelihood Estimation for Latent Gaussian Models Alexander Lin Bahareh Tolooshams Yves Atchadé Demba E. Ba 31 1 0 05 Jun 2023
Symphony in the Latent Space: Provably Integrating High-dimensional Techniques with Non-linear Machine Learning Models Qiong Wu Jian Li Zhenming Liu Yanhua Li Mihai Cucuringu 28 4 0 01 Dec 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation Josh Gardner Zoran Popovic Ludwig Schmidt OOD 24 22 0 23 Nov 2022
The effectiveness of factorization and similarity blending Andrea Pinto Giacomo Camposampiero Loic Houmard Marc Lundwall 18 0 0 16 Sep 2022
Preference Dynamics Under Personalized Recommendations Sarah Dean Jamie Morgenstern 72 34 0 25 May 2022
Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates Steve Chien Prateek Jain Walid Krichene Steffen Rendle Shuang Song Abhradeep Thakurta Li Zhang 22 19 0 20 Jul 2021
On component interactions in two-stage recommender systems Jiri Hron K. Krauth Michael I. Jordan Niki Kilbertus CML LRM 32 31 0 28 Jun 2021
Modurec: Recommender Systems with Feature and Time Modulation Javier Maroto Clément Vignac P. Frossard 10 1 0 13 Oct 2020
A Troubling Analysis of Reproducibility and Progress in Recommender Systems Research Maurizio Ferrari Dacrema Simone Boglio Paolo Cremonesi Dietmar Jannach 15 196 0 18 Nov 2019