Academic

Academic

Academic · 1 min

Why Depth Matters in Parallelizable Sequence Models: A Lie Algebraic View

arXiv:2603.05573v1 Announce Type: new Abstract: Scalable sequence models, such as Transformer variants and structured state-space models, often trade expressivity power for sequence-level parallelism, which enables …

Gyuryang Heo, Timothy Ngotiaoco, Kazuki Irie, Samuel J. Gershman, Bernardo Sabatini
8 views
Academic · 1 min

Bias In, Bias Out? Finding Unbiased Subnetworks in Vanilla Models

arXiv:2603.05582v1 Announce Type: new Abstract: The issue of algorithmic biases in deep learning has led to the development of various debiasing techniques, many of which …

Ivan Luiz De Moura Matos, Abdel Djalil Sad Saoud, Ekaterina Iakovleva, Vito Paolo Pastore, Enzo Tartaglione
15 views
Academic · 1 min

Identifying Adversary Characteristics from an Observed Attack

arXiv:2603.05625v1 Announce Type: new Abstract: When used in automated decision-making systems, machine learning (ML) models are vulnerable to data-manipulation attacks. Some defense mechanisms (e.g., adversarial …

Soyon Choi, Scott Alfeld, Meiyi Ma
10 views
Academic · 1 min

The Value of Graph-based Encoding in NBA Salary Prediction

arXiv:2603.05671v1 Announce Type: new Abstract: Market valuations for professional athletes is a difficult problem, given the amount of variability in performance and location from year …

Junhao Su, David Grimsman, Christopher Archibald
9 views
Academic · 1 min

Reinforcement Learning for Power-Flow Network Analysis

arXiv:2603.05673v1 Announce Type: new Abstract: The power flow equations are non-linear multivariate equations that describe the relationship between power injections and bus voltages of electric …

Alperen Ergur, Julia Lindberg, Vinny Miller
25 views
Academic · 1 min

Warm Starting State-Space Models with Automata Learning

arXiv:2603.05694v1 Announce Type: new Abstract: We prove that Moore machines can be exactly realized as state-space models (SSMs), establishing a formal correspondence between symbolic automata …

William Fishell, Sam Nicholas Kouteili, Mark Santolucito
19 views