A Unified Gradient Regularization Family for Adversarial Examples. - Chunchuan Lyu; Kaizhu Huang; Hai-Ning Liang (ICDM, 2015)

AMR Parsing as Graph Prediction with Latent Alignment. - Chunchuan Lyu; Ivan Titov 001 (ACL (1), 2018)

Capturing Argument Interaction in Semantic Role Labeling with Capsule Networks. - Xinchi Chen; Chunchuan Lyu; Ivan Titov 001 (EMNLP/IJCNLP (1), 2019)

Semantic Role Labeling with Iterative Structure Refinement. - Chunchuan Lyu; Shay B. Cohen; Ivan Titov 001 (EMNLP/IJCNLP (1), 2019)

Learning Two-Layer Residual Networks with Nonparametric Function Estimation by Convex Programming. - Zhunxuan Wang; Linyun He; Chunchuan Lyu; Shay B. Cohen (CoRR, 2020)

A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing. - Chunchuan Lyu; Shay B. Cohen; Ivan Titov 001 (EMNLP (1), 2021)

Exploiting Large-Scale Teacher-Student Training for On-Device Acoustic Models. - Jing Liu; Rupak Vignesh Swaminathan; Sree Hari Krishnan Parthasarathi; Chunchuan Lyu; Athanasios Mouchtaris; Siegfried Kunzmann (TDS, 2021)

Graph-based broad-coverage semantic parsing - Chunchuan Lyu (2021)

DeepSPIN: Deep Structured Prediction for Natural Language Processing. - André F. T. Martins; Ben Peters; Chrysoula Zerva; Chunchuan Lyu; Gonçalo M. Correia; Marcos V. Treviso; Pedro Henrique Martins; Tsvetomila Mihaylova (EAMT, 2022)

Nonparametric Learning of Two-Layer ReLU Residual Units. - Zhunxuan Wang; Linyun He; Chunchuan Lyu; Shay B. Cohen (Trans. Mach. Learn. Res., 2022)