Delve into the cutting edge of Artificial Intelligence with our dedicated Research Paper section.
Regret Analysis of Bilateral Trade with a Smoothed Adversary Nicolò Cesa-Bianchi, Tommaso Cesari, Roberto Colomboni, Federico Fusco, Stefano Leonardi; 25(234):1−36, 2024. Abstract We study repeated bilateral trade where an adaptive $\sigma$-smooth adversary generates the valuations of sellers and buyers. We…
Invariant Physics-Informed Neural Networks for Ordinary Differential Equations Shivam Arora, Alex Bihlo, Francis Valiquette; 25(233):1−24, 2024. Abstract Physics-informed neural networks have emerged as a prominent new method for solving differential equations. While conceptually straightforward, they often suffer training difficulties that…
[Submitted on 21 Aug 2024 (v1), last revised 24 Aug 2024 (this version, v2)] View a PDF of the paper titled SarcasmBench: Towards Evaluating Large Language Models on Sarcasm Understanding, by Yazhou Zhang and 4 other authors View PDF HTML…
arXiv:2408.13276v1 Announce Type: new Abstract: For the problem of reconstructing a low-rank matrix from a few linear measurements, two classes of algorithms have been widely studied in the literature: convex approaches based on nuclear norm minimization, and non-convex approaches that…
[Submitted on 26 Apr 2019 (v1), last revised 25 Aug 2024 (this version, v3)] View a PDF of the paper titled Sample Amplification: Increasing Dataset Size even when Learning is Impossible, by Brian Axelrod and 3 other authors View PDF…
[Submitted on 16 Aug 2024 (v1), last revised 24 Aug 2024 (this version, v2)] View a PDF of the paper titled The Fellowship of the LLMs: Multi-Agent Workflows for Synthetic Preference Optimization Dataset Generation, by Samee Arif and 4 other…
[Submitted on 14 Jul 2024 (v1), last revised 25 Aug 2024 (this version, v2)] View a PDF of the paper titled RAPiD-Seg: Range-Aware Pointwise Distance Distribution Networks for 3D LiDAR Segmentation, by Li Li and 2 other authors View PDF…
[Submitted on 16 Aug 2024 (v1), last revised 26 Aug 2024 (this version, v2)] View a PDF of the paper titled Beyond KAN: Introducing KarSein for Adaptive High-Order Feature Interaction Modeling in CTR Prediction, by Yunxiao Shi and 6 other…
arXiv:2408.12638v1 Announce Type: new Abstract: Fault detection in automotive engine systems is one of the most promising research areas. Several works have been done in the field of model-based fault diagnosis. Many researchers have discovered more advanced statistical methods and…
arXiv:2408.12606v1 Announce Type: new Abstract: Breast magnetic resonance imaging (MRI) is the imaging technique with the highest sensitivity for detecting breast cancer and is routinely used for women at high risk. Despite the comprehensive multiparametric protocol of breast MRI, existing…
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arXiv:2408.13089v1 Announce Type: new Abstract: This short study presents an opportunistic approach to a (more) reliable validation method for prediction uncertainty average calibration. Considering that variance-based calibration metrics (ZMS, NLL, RCE…) are quite sensitive to the presence of heavy tails…