Hosseinzadeh, Rasa
- Deep Generative Models through the Lens of the Manifold Hypothesis: A Survey and New Connections
2024/04/03 by Gabriel Loaiza-Ganem, Brendan Leigh Ross, Loaiza-Ganem, Gabriel +7 · 20 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On the Convergence of Langevin Monte Carlo: The Interplay between Tail Growth and Smoothness
2020/05/27 by Murat A. Erdogdu, Erdogdu, Murat A., Rasa Hosseinzadeh +1 · 12 citations
Computer Science · Mathematics · Physics and Astronomy · #Markov Chains and Monte Carlo Methods #Statistical Mechanics and Entropy #Stochastic processes and statistical mechanics #cs.LG #math.PR #stat.CO #stat.ML
- Retrieval & Fine-Tuning for In-Context Tabular Models
2024/06/07 by Valentin Thomas, Junwei Ma, Thomas, Valentin +11 · 19 citations
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
- TabDPT: Scaling Tabular Foundation Models on Real Data
2024/10/23 by Junwei Ma, Ma, Junwei, Valentin Thomas +17 · 17 citations
Computer Science · #Error Correcting Code Techniques
- Convergence of Langevin Monte Carlo in Chi-Squared and Renyi Divergence
2020/07/22 by Murat A. Erdogdu, Rasa Hosseinzadeh, Erdogdu, Murat A. +3 · 6 citations
Computer Science · Mathematics · Medicine · #Advanced Neuroimaging Techniques and Applications #Computation (stat.CO) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Markov Chains and Monte Carlo Methods #Point processes and geometric inequalities #Probability (math.PR) #cs.LG #math.PR #stat.CO #stat.ML
- A Geometric Framework for Understanding Memorization in Generative Models
2024/10/31 by Brendan Leigh Ross, Ross, Brendan Leigh, Hamidreza Kamkari +13 · 2 voices · 12 citations
Computer Science · Engineering · Mathematics · #Constraint Satisfaction and Optimization #Human Motion and Animation #Semantic Web and Ontologies #cs.LG #stat.ML
- A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models
2024/06/05 by Hamidreza Kamkari, Kamkari, Hamidreza, Brendan Leigh Ross +7 · 10 citations
Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistical Methods and Inference #Topological and Geometric Data Analysis
- MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation
2024/10/16 by Satya Krishna Gorti, Ilan Gofman, Gorti, Satya Krishna +13 · 10 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
- Tabular Data Contrastive Learning via Class-Conditioned and Feature-Correlation Based Augmentation
2024/04/26 by Cui, Wei, Hosseinzadeh, Rasa, Ma, Junwei +3 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Textual Bayes: Quantifying Uncertainty in LLM-Based Systems
2025/06/11 by Ross, Brendan Leigh, Vouitsis, Noël, Ghomi, Atiyeh Ashari +8 · 3 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)