Ryan Solgi

15 papers C 2Journal 9Unranked 3
YearRankTypeTitle / Venue / Authors
2026 — conf
FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression.
EACL (Findings)
Jiayi Tian, Ryan Solgi, Jinming Lu, Yifan Yang, Hai Li, Zheng Zhang
2025 J jnl
Activation-Informed Pareto-Guided Low-Rank Compression for Efficient LLM/VLM.
CoRR
Ryan Solgi, Parsa Madinei, Jiayi Tian, Rupak Vignesh Swaminathan, Jing Liu, Nathan Susanj, Zheng Zhang
2025 J jnl
Do Tensorized Large-Scale Spatiotemporal Dynamic Atmospheric Data Exhibit Low-Rank Properties?
CoRR
Ryan Solgi, Seyedali Mousavinezhad, Hugo A. Loáiciga
2025 J jnl
FLAT-LLM: Fine-grained Low-rank Activation Space Transformation for Large Language Model Compression.
CoRR
Jiayi Tian, Ryan Solgi, Jinming Lu, Yifan Yang, Hai Li, Zheng Zhang
2025 J jnl
INTERLACE: Interleaved Layer Pruning and Efficient Adaptation in Large Vision-Language Models.
CoRR
Parsa Madinei, Ryan Solgi, Ziqi Wen, Jonathan Skaza, Miguel P. Eckstein, Ramtin Pedarsani
2025 C conf
Iterative Tensorization of Physics-Informed Neural Networks.
ICMLA
Carter Capetz, Ryan Solgi, William Sheppard
2025 — conf
Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models.
EMNLP (Findings)
Ryan Solgi, Kai Zhen, Rupak Vignesh Swaminathan, Nathan Susanj, Athanasios Mouchtaris, Siegfried Kunzmann, Zheng Zhang
2025 J jnl
Saten: Sparse Augmented Tensor Networks for Post-Training Compression of Large Language Models.
CoRR
Ryan Solgi, Kai Zhen, Rupak Vignesh Swaminathan, Nathan Susanj, Athanasios Mouchtaris, Siegfried Kunzmann, Zheng Zhang
2024 — —
Low-Rank Tensorized Neural Networks With Tensor Geometry Optimization
Ryan Solgi
2024 — conf
Partial Tensorized Transformers for Natural Language Processing.
ICAART (3)
Subhadra Vadlamannati, Ryan Solgi
2024 J jnl
Tensor shape search for efficient compression of tensorized data and neural networks.
Appl. Soft Comput.
Ryan Solgi, Zichang He, William Jiahua Liang, Zheng Zhang, Hugo A. Loáiciga
2023 J jnl
Partial Tensorized Transformers for Natural Language Processing.
CoRR
Subhadra Vadlamannati, Ryan Solgi
2022 C conf
Evolutionary Tensor Train Decomposition for Hyper-Spectral Remote Sensing Images.
IGARSS
Ryan Solgi, Hugo A. Loáiciga, Zheng Zhang
2022 J jnl
Tensor Shape Search for Optimum Data Compression.
CoRR
Ryan Solgi, Zichang He, William Jiahua Liang, Zheng Zhang
2021 J jnl
Bee-inspired metaheuristics for global optimization: a performance comparison.
Artif. Intell. Rev.
Ryan Solgi, Hugo A. Loáiciga