Ponti, Edoardo

13 publications

NeurIPS 2025 Inference-Time Hyper-Scaling with KV Cache Compression Adrian Łańcucki, Konrad Staniszewski, Piotr Nawrot, Edoardo Ponti

NeurIPS 2025 MoE-CAP: Benchmarking Cost, Accuracy and Performance of Sparse Mixture-of-Experts Systems Yinsicheng Jiang, Yao Fu, Yeqi Huang, Ping Nie, Zhan Lu, Leyang Xue, Congjie He, Man-Kit Sit, Jilong Xue, Li Dong, Ziming Miao, DaYou Du, Tairan Xu, Kai Zou, Edoardo Ponti, Luo Mai

NeurIPS 2025 Neurosymbolic Diffusion Models Emile van Krieken, Pasquale Minervini, Edoardo Ponti, Antonio Vergari

ICLR 2025 Post-Hoc Reward Calibration: A Case Study on Length Bias Zeyu Huang, Zihan Qiu, Zili Wang, Edoardo Ponti, Ivan Titov

ICLRW 2025 Training Plug N' Play Knowledge Modules with Deep Context Distillation Lucas Caccia, Alan Ansell, Ivan Vulić, Edoardo Ponti, Alessandro Sordoni

NeurIPS 2025 Universal Cross-Tokenizer Distillation via Approximate Likelihood Matching Benjamin Minixhofer, Ivan Vulić, Edoardo Ponti

ICML 2024 Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference Piotr Nawrot, Adrian Łańcucki, Marcin Chochowski, David Tarjan, Edoardo Ponti

ICLR 2024 Model Merging by Uncertainty-Based Gradient Matching Nico Daheim, Thomas Möllenhoff, Edoardo Ponti, Iryna Gurevych, Mohammad Emtiyaz Khan

ICML 2024 On the Independence Assumption in Neurosymbolic Learning Emile Van Krieken, Pasquale Minervini, Edoardo Ponti, Antonio Vergari

ICML 2024 Towards Modular LLMs by Building and Reusing a Library of LoRAs Oleksiy Ostapenko, Zhan Su, Edoardo Ponti, Laurent Charlin, Nicolas Le Roux, Lucas Caccia, Alessandro Sordoni

NeurIPSW 2023 Model Merging by Gradient Matching Nico Daheim, Thomas Möllenhoff, Edoardo Ponti, Iryna Gurevych, Mohammad Emtiyaz Khan

TMLR 2023 Modular Deep Learning Jonas Pfeiffer, Sebastian Ruder, Ivan Vulić, Edoardo Ponti

NeurIPSW 2021 Visually Grounded Reasoning Across Languages and Cultures Fangyu Liu, Emanuele Bugliarello, Edoardo Ponti, Siva Reddy, Nigel Collier, Desmond Elliott