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Sonia Vanier

3 accepted papers

2026

Guess or Recall? Training CNNs to Classify and Localize Memorization in LLMs

AAAI 2026technical

Verbatim memorization in Large Language Models (LLMs) is a multifaceted phenomenon involving distinct underlying mechanisms. We introduce a novel method to analyze the different forms of memorization described by the existing taxonomy. Specifically, we train Convolutional Neural Networks (CNNs) on t

Cited by 0SourcePDFScholar
2026

Simulation-Driven Railway Delay Prediction: An Imitation Learning Approach

AAAI 2026technical

Reliable prediction of train delays is essential for enhancing the robustness and efficiency of railway transportation systems. In this work, we reframe delay forecasting as a stochastic simulation task, modeling state-transition dynamics through imitation learning. We introduce Drift-Corrected Imit

Cited by 0SourcePDFScholar
2025

PACT: Pruning and Clustering-Based Token Reduction for Faster Visual Language Models

CVPR 2025poster

Visual Language Models require substantial computational resources for inference due to the additional input tokens needed to represent visual information. However, these visual tokens often contain redundant and unimportant information, resulting in an unnecessarily high number of tokens. To addres…