Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality. - Anuj Diwan; Layne Berry; Eunsol Choi; David Harwath; Kyle Mahowald (EMNLP, 2022)

Speculative Code Compaction: Eliminating Dead Code via Speculative Microcode Transformations. - Logan Moody; Wei Qi; Abdolrasoul Sharifi; Layne Berry; Joey Rudek; Jayesh Gaur; Jeff Parkhurst; Sreenivas Subramoney; Kevin Skadron; Ashish Venkat (MICRO, 2022)

SpeechCLIP: Integrating Speech with Pre-Trained Vision and Language Model. - Yi-Jen Shih; Hsuan-Fu Wang; Heng-Jui Chang; Layne Berry; Hung-yi Lee; David Harwath (SLT, 2022)

M-SpeechCLIP: Leveraging Large-Scale, Pre-Trained Models for Multilingual Speech to Image Retrieval. - Layne Berry; Yi-Jen Shih; Hsuan-Fu Wang; Heng-Jui Chang; Hung-Yi Lee; David Harwath (ICASSP, 2023)

AV-SUPERB: A Multi-Task Evaluation Benchmark for Audio-Visual Representation Models. - Yuan Tseng; Layne Berry; Yi-Ting Chen; I-Hsiang Chiu; Hsuan-Hao Lin; Max Liu; Puyuan Peng; Yi-Jen Shih; Hung-Yu Wang; Haibin Wu; Po-Yao Huang 001; Chun-Mao Lai; et al. (CoRR, 2023)

Integrating Self-Supervised Speech Model with Pseudo Word-Level Targets from Visually-Grounded Speech Model. - Hung-Chieh Fang; Nai-Xuan Ye; Yi-Jen Shih; Puyuan Peng; Hsuan-Fu Wang; Layne Berry; Hung-Yi Lee; David Harwath (ICASSP Workshops, 2024)

AV-SUPERB: A Multi-Task Evaluation Benchmark for Audio-Visual Representation Models. - Yuan Tseng; Layne Berry; Yiting Chen; I-Hsiang Chiu; Hsuan-Hao Lin; Max Liu; Puyuan Peng; Yi-Jen Shih; Hung-Yu Wang; Haibin Wu; Poyao Huang 001; Chun-Mao Lai; et al. (ICASSP, 2024)

SpeechCLIP+: Self-Supervised Multi-Task Representation Learning for Speech Via Clip and Speech-Image Data. - Hsuan-Fu Wang; Yi-Jen Shih; Heng-Jui Chang; Layne Berry; Puyuan Peng; Hung-Yi Lee; Hsin-Min Wang; David Harwath (ICASSP Workshops, 2024)

Temporally Streaming Audio-Visual Synchronization for Real-World Videos. - Jordan Voas; Wei-Cheng Tseng; Layne Berry; Xixi Hu 001; Puyuan Peng; James Stuedemann; David Harwath (WACV, 2025)