ContextGNN goes to Elliot: Towards Benchmarking Relational Deep Learning for Static Link Prediction (aka Personalized Item Recommendation)
March 20, 2025
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Computer Science
Information Retrieval
Machine Learning
Information Retrieval
Machine Learning
Relational deep learning (RDL) settles among the most exciting advances in
machine learning for relational databases, leveraging the representational
power of message passing graph neural networks (GNNs) to derive useful
knowledge and run p...
When Less is Enough: Adaptive Token Reduction for Efficient Image Representation
March 20, 2025
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Computer Science
Computer Vision and Pattern Recognition
Computer Vision and Pattern Recognition
Vision encoders typically generate a large number of visual tokens, providing
information-rich representations but significantly increasing computational
demands. This raises the question of whether all generated tokens are equally
valuable...
Advances in Protein Representation Learning: Methods, Applications, and Future Directions
March 20, 2025
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Computer Science
Quantitative Biology
Machine Learning
Biomolecules
Machine Learning
Biomolecules
Proteins are complex biomolecules that play a central role in various
biological processes, making them critical targets for breakthroughs in
molecular biology, medical research, and drug discovery. Deciphering their
intricate, hierarchical...
Performance of neutron and proton irradiated AC-LGAD sensors
March 20, 2025
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Physics
Instrumentation and Detectors
High Energy Physics - Experiment
Instrumentation and Detectors
High Energy Physics - Experiment
Characterization of strip and pixel AC-LGAD devices with both laser TCT and
probe station (IV/CV) will be shown on AC-LGADs irradiated with 1 MeV reactor
neutrons at JSI/Ljubljana and with 400~MeV protons at FNAL ITA to fluences from
1e13~$...
Some contributions of Edoardo Ballico to Moduli spaces and their applications
March 20, 2025
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Mathematics
Algebraic Geometry
Algebraic Geometry
This is a contribution to the Special Volume in Celebration of the 70th
Birthday of Edoardo Ballico.
First, I describe how some results of Ballico on moduli of vector bundles and
categories coherent sheaves were useful for solving problem...
A New Real Tachyon Vacuum Solution in Cubic Superstring Field Theory
March 20, 2025
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Physics
High Energy Physics - Theory
High Energy Physics - Theory
We study a real tachyon vacuum solution in cubic superstring field theory
that avoids square roots and phantom terms. Using this new solution, we
evaluate the vacuum energy and obtain a result consistent with Sen's
conjecture. Additionally,...
Accelerating Antibiotic Discovery with Large Language Models and Knowledge Graphs
March 20, 2025
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Computer Science
Computation and Language
Computation and Language
The discovery of novel antibiotics is critical to address the growing
antimicrobial resistance (AMR). However, pharmaceutical industries face high
costs (over $1 billion), long timelines, and a high failure rate, worsened by
the rediscovery...
Local models and Bell inequalities for the minimal triangle network
March 20, 2025
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Physics
Quantum Physics
Quantum Physics
Nonlocal correlations created in networks with multiple independent sources
enable surprising phenomena in quantum information and quantum foundations. The
presence of independent sources, however, makes the analysis of network
nonlocality ...
iFlame: Interleaving Full and Linear Attention for Efficient Mesh Generation
March 20, 2025
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Computer Science
Computer Vision and Pattern Recognition
Computer Vision and Pattern Recognition
This paper propose iFlame, a novel transformer-based network architecture for
mesh generation. While attention-based models have demonstrated remarkable
performance in mesh generation, their quadratic computational complexity limits
scalabi...
A Unified Column Generation and Elimination Method for Solving Large-Scale Set Partitioning Problems
March 20, 2025
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Mathematics
Optimization and Control
Optimization and Control
The Set Partitioning Problem is a combinatorial optimization problem with
wide-ranging applicability, used to model various real-world tasks such as
facility location and crew scheduling. However, real-world applications often
require solvi...