On the robustness of vision transformers for in-flight monocular depth estimation. - Simone Ercolino; Alessio Devoto; Luca Monorchio; Matteo Santini; Silvio Mazzaro; Simone Scardapane (Ind. Artif. Intell., 2023)

Reidentification of Objects From Aerial Photos With Hybrid Siamese Neural Networks. - Alessio Devoto; Indro Spinelli; Francesca Murabito; Fabrizio Chiovoloni; Riccardo Musmeci; Simone Scardapane (IEEE Trans. Ind. Informatics, 2023)

Goal-Oriented Communications Based on Recursive Early Exit Neural Networks. - Jary Pomponi; Mattia Merluzzi; Alessio Devoto; Mateus Pontes Mota; Paolo Di Lorenzo; Simone Scardapane (IEEECONF, 2024)

A Simple and Effective L_2 Norm-Based Strategy for KV Cache Compression. - Alessio Devoto; Yu Zhao 043; Simone Scardapane; Pasquale Minervini (EMNLP, 2024)

Cascaded Scaling Classifier: class incremental learning with probability scaling. - Jary Pomponi; Alessio Devoto; Simone Scardapane (CoRR, 2024)

Adaptive Semantic Token Selection for AI-native Goal-oriented Communications. - Alessio Devoto; Simone Petruzzi; Jary Pomponi; Paolo Di Lorenzo; Simone Scardapane (CoRR, 2024)

A Simple and Effective L2 Norm-Based Strategy for KV Cache Compression. - Alessio Devoto; Yu Zhao 043; Simone Scardapane; Pasquale Minervini (CoRR, 2024)

Enhancing High-Energy Particle Physics Collision Analysis through Graph Data Attribution Techniques. - Alessio Verdone; Alessio Devoto; Cristiano Sebastiani; Joseph Carmignani; Monica D'Onofrio; Stefano Giagu; Simone Scardapane; Massimo Panella (CoRR, 2024)

Adaptive Layer Selection for Efficient Vision Transformer Fine-Tuning. - Alessio Devoto; Federico Alvetreti; Jary Pomponi; Paolo Di Lorenzo; Pasquale Minervini; Simone Scardapane (CoRR, 2024)

Analysing the Residual Stream of Language Models Under Knowledge Conflicts. - Yu Zhao 043; Xiaotang Du; Giwon Hong; Aryo Pradipta Gema; Alessio Devoto; Hongru Wang 003; Xuanli He; Kam-Fai Wong; Pasquale Minervini (CoRR, 2024)

Conditional computation in neural networks: Principles and research trends. - Simone Scardapane; Alessandro Baiocchi; Alessio Devoto; Valerio Marsocci; Pasquale Minervini; Jary Pomponi (Intelligenza Artificiale, 2024)

Adaptive Computation Modules: Granular Conditional Computation for Efficient Inference. - Bartosz Wójcik; Alessio Devoto; Karol Pustelnik; Pasquale Minervini; Simone Scardapane (AAAI, 2025)

Are We Done with MMLU? - Aryo Pradipta Gema; Joshua Ong Jun Leang; Giwon Hong; Alessio Devoto; Alberto Carlo Maria Mancino; Rohit Saxena; Xuanli He; Yu Zhao 043; Xiaotang Du; Mohammad Reza Ghasemi Madani; Claire Barale; Robert McHardy; et al. (NAACL (Long Papers), 2025)

Steering Knowledge Selection Behaviours in LLMs via SAE-Based Representation Engineering. - Yu Zhao 043; Alessio Devoto; Giwon Hong; Xiaotang Du; Aryo Pradipta Gema; Hongru Wang 003; Xuanli He; Kam-Fai Wong; Pasquale Minervini (NAACL (Long Papers), 2025)

Class Incremental Learning with probability dampening and cascaded gated classifier. - Jary Pomponi; Alessio Devoto; Simone Scardapane (Neurocomputing, 2025)

Mixture-of-Experts Graph Transformers for Interpretable Particle Collision Detection. - Donatella Genovese; Alessandro Sgroi; Alessio Devoto; Samuel Valentine; Lennox Wood; Cristiano Sebastiani; Stefano Giagu; Monica D'Onofrio; Simone Scardapane (CoRR, 2025)

Q-Filters: Leveraging QK Geometry for Efficient KV Cache Compression. - Nathan Godey; Alessio Devoto; Yu Zhao 043; Simone Scardapane; Pasquale Minervini; Éric de la Clergerie; Benoît Sagot (CoRR, 2025)

Adaptive Semantic Token Communication for Transformer-based Edge Inference. - Alessio Devoto; Jary Pomponi; Mattia Merluzzi; Paolo Di Lorenzo; Simone Scardapane (CoRR, 2025)

Interpretable Classification of Levantine Ceramic Thin Sections via Neural Networks. - Sara Capriotti; Alessio Devoto; Simone Scardapane; Silvano Mignardi; Laura Medeghini (CoRR, 2025)