Publications

📄 Publications

2025

• Aakash Lahoti^†, Tanya Marwah^†, Ratish Puduppully, Albert Gu.
  Chimera: State Space Models Beyond Sequences.
  International Conference on Machine Learning (ICML), 2025 (under review).

• Shih-Lun Wu, Aakash Lahoti, Arjun D Desai, Karan Goel, Chris Donahue, Albert Gu.
  Towards Codec-LM Co-design for Neural Codec Language Models.
  NAACL Student Research Workshop 2025.
  Paper

2024

• Sukjun Hwang^†, Aakash Lahoti^†, Ratish Puduppully, Tri Dao, Albert Gu.
  Hydra: Bidirectional State Space Models Through Generalized Matrix Mixers.
  Neural Information Processing Systems (NeurIPS), 2024.
  Paper | Code | Blog

• Aakash Lahoti, Stefani Karp, Ezra Winston, Aarti Singh, Yuanzhi Li.
  Role of Locality and Weight Sharing in Image-Based Tasks: A Sample Complexity Separation between CNNs, LCNs, and FCNs.
  International Conference on Learning Representations (ICLR), 2024 (Spotlight).
  Paper

• Aakash Lahoti^†, Spandan Senapati^†, Ketan Rajawat, Alec Koppel.
  Sharpened Lazy Incremental Quasi-Newton Method.
  Artificial Intelligence and Statistics (AISTATS), 2024.
  Paper | Code

^†Equal contribution among the co–first authors.