Igor Molybog
Publications by Year
Research Areas
Topic Modeling, Sparse and Compressive Sensing Techniques, Natural Language Processing Techniques, Multimodal Machine Learning Applications, Machine Learning and Algorithms
Most-Cited Works
- → Llama 2: Open Foundation and Fine-Tuned Chat Models(2023)2,592 cited
- → Effective Long-Context Scaling of Foundation Models(2024)21 cited
- → Role of sparsity and structure in the optimization landscape of non-convex matrix sensing(2020)10 cited
- → HaSa: Hardness and Structure-Aware Contrastive Knowledge Graph Embedding(2024)8 cited
- → Conic Optimization for Robust Quadratic Regression: Deterministic Bounds and Statistical Analysis(2018)6 cited
- → Scalable and Robust State Estimation From Abundant But Untrusted Data(2019)5 cited
- → No Spurious Solutions in Non-convex Matrix Sensing: Structure Compensates for Isometry(2021)3 cited
- Global Convergence of MAML for LQR.(2020)
- → When Does MAML Objective Have Benign Landscape?(2021)3 cited