1 citations · 3 across the 8 of their papers we have counts for
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Geometric Signatures of Reasoning: A Spectral Perspective on Task Hardness
Aria Masoomi, Mahsa Bazzaz, Adel Javanmard +1
Chain-of-thought (CoT) reasoning enables large language models (LLMs) to solve complex problems by generating intermediate reasoning steps. While much attention has been paid to th…
Level Generation with Constrained Expressive Range
Mahsa Bazzaz, Seth Cooper
Expressive range analysis is a visualization-based technique used to evaluate the performance of generative models, particularly in game level generation. It typically employs two…
Analysis of Robustness of a Large Game Corpus
Mahsa Bazzaz, Seth Cooper
Procedural content generation via machine learning (PCGML) in games involves using machine learning techniques to create game content such as maps and levels. 2D tile-based game le…
Controllable Game Level Generation: Assessing the Effect of Negative Examples in GAN Models
Mahsa Bazzaz, Seth Cooper
Generative Adversarial Networks (GANs) are unsupervised models designed to learn and replicate a target distribution. The vanilla versions of these models can be extended to more c…
Active Learning for Classifying 2D Grid-Based Level Completability
Mahsa Bazzaz, Seth Cooper
Determining the completability of levels generated by procedural generators such as machine learning models can be challenging, as it can involve the use of solver agents that ofte…