Guy Van den Broeck
UCLA - Computer Science Department
Engineering VI Room 368A
404 Westwood Plaza
Los Angeles, CA 90095-1596
Engineering VI Room 368A
404 Westwood Plaza
Los Angeles, CA 90095-1596
I am a Professor of Computer Science and Samueli Fellow at UCLA, where I direct the Statistical and Relational Artificial Intelligence (StarAI) lab. My research interests are in Machine Learning (Tractable Deep Generative Models, Statistical Relational Learning, Probabilistic Programming), Knowledge Representation and Reasoning (Probabilistic Inference, Probabilistic Databases), and Artificial Intelligence in general.
Recent Publications
2025 | |
| [219] | . Prepacking: A Simple Method for Fast Prefilling and Increased Throughput in Large Language Models, In Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 2025. |
| [218] | . Restructuring Tractable Probabilistic Circuits, In Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 2025. Oral full presentation, acceptance rate 2% |
| [217] | . Controllable Generation via Locally Constrained Resampling, In Proceedings of the 13th International Conference on Learning Representations (ICLR), 2025. |
| [216] | . Discrete Copula Diffusion, In Proceedings of the 13th International Conference on Learning Representations (ICLR), 2025. |
| [215] | . Learning to Discretize Denoising Diffusion ODEs, In Proceedings of the 13th International Conference on Learning Representations (ICLR), 2025. |
| [214] | . Enhancing and Evaluating Probabilistic Circuits for High-Resolution Lossless Image Compression, In Proceedings of the Data Compression Conference (DCC), 2025. |
| [213] | . On the Relationship between Monotone and Squared Probabilistic Circuits, In Proceedings of the 39th Annual AAAI Conference on Artificial Intelligence, 2025. |
| [212] | . Scaling Up Probabilistic Circuits via Monarch Matrices, In AAAI'25 workshop on CoLoRAI - Connecting Low-Rank Representations in AI, 2025. |
2024 | |
| [211] | . Adaptable Logical Control for Large Language Models, In Advances in Neural Information Processing Systems 37 (NeurIPS), 2024. |
| [210] | . A Tractable Inference Perspective of Offline RL, In Advances in Neural Information Processing Systems 37 (NeurIPS), 2024. |
