NLDL 2025 Conference Submissions

Smooth-edged Perturbations Improve Perturbation-based Image Explanations
NLDL 2025 Conference Submission24 Authors
- 05 Sept 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
PePR: Performance Per Resource Unit as a Metric to Promote Small-scale Deep Learning in Medical Image Analysis
Raghavendra Selvan, Bob Pepin, Christian Igel, Gabrielle Samuel, Erik B Dam
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Oral
- Readers: Everyone
Connecting Concept Convexity and Human-Machine Alignment in Deep Neural Networks
Teresa Dorszewski, Lenka Tětková, Lorenz Linhardt, Lars Kai Hansen
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone
Keeping it Simple – Computational Resources in Deep Generative versus Traditional Methods for Synthetic Tabular Data Generation in Healthcare
NLDL 2025 Conference Submission21 Authors
- 04 Sept 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
Familiarity-Based Open-Set Recognition Under Adversarial Attacks
Philip Enevoldsen, Christian Gundersen, Nico Lang, Serge Belongie, Christian Igel
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Oral
- Readers: Everyone
Bounds on the Generalization Error in Active Learning
Vincent Menden, Yahya Saleh, Armin Iske
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone
NEMt: Fast Targeted Explanations for Medical Image Models via Neural Explanation Masks
Bjørn Leth Møller, Sepideh Amiri, Christian Igel, Kristoffer Knutsen Wickstrøm, Robert Jenssen, Matthias Keicher, Mohammad Farid Azampour, Nassir Navab, Bulat Ibragimov
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Oral
- Readers: Everyone
Hallucination Detection in LLMs: Fast and Memory-Efficient Fine-Tuned Models
Gabriel Y. Arteaga, Thomas B. Schön, Nicolas Pielawski
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Oral
- Readers: Everyone
Human Aligned Reward Modeling for Automated Transfer Function Generation of 3D Rendering of Medical Image Data
NLDL 2025 Conference Submission15 Authors
- 02 Sept 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
Towards Biologically Plausible Learning By Stacking Circular Autoencoders
NLDL 2025 Conference Submission14 Authors
- 29 Aug 2024 (modified: 16 Apr 2025)
- Submitted to NLDL 2025
- Readers: Everyone
DP-KAN: Differentially Private Kolmogorov-Arnold Networks
NLDL 2025 Conference Submission13 Authors
- 29 Aug 2024 (modified: 14 May 2025)
- Submitted to NLDL 2025
- Readers: Everyone
Similarity-Based Intent Detection Using an Enhanced Siamese Network
NLDL 2025 Conference Submission12 Authors
- 29 Aug 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
FreqRISE: Explaining time series using frequency masking
Thea Brüsch, Kristoffer Knutsen Wickstrøm, Mikkel N. Schmidt, Tommy Sonne Alstrøm, Robert Jenssen
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone
Blessing or a Curse. Discussing Security Concerns of Diagnostic Models in Radiological Assessment
NLDL 2025 Conference Submission10 Authors
- 25 Aug 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
Interpretable Function Approximation with Gaussian Processes in Value-Based Model-Free Reinforcement Learning
Matthijs van der Lende, Matthia Sabatelli, Juan Cardenas-Cartagena
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone
Enhancing Fault Detection in Optical Networks with Conditional Denoising Diffusion Probabilistic Models
Meadhbh Healy, Thomas Martini Jørgensen
- Published: 06 Nov 2024, Last Modified: 06 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone
Hybrid Concept-based Models: Using Concepts to Improve Neural Networks' Accuracy
NLDL 2025 Conference Submission3 Authors
- 14 Aug 2024 (modified: 14 Nov 2024)
- Submitted to NLDL 2025
- Readers: Everyone
BoRA: Bayesian Hierarchical Low-Rank Adaption for Multi-Task Large Language Models
Simen Eide, Arnoldo Frigessi
- Published: 06 Nov 2024, Last Modified: 07 Jan 2025
- NLDL 2025 Poster
- Readers: Everyone