Publications

This section contains publications published by ISI over the past several decades.

2022

Improving stability of fine-tuning pretrained language models via component-wise gradient norm clipping

Chenghao Yang, Xuezhe Ma
Proceedings of the 2022 Conference on Empirical Methods in Natural Language …,  2022

Investigating the benefits of free-form rationales

Jiao Sun, Swabha Swayamdipta, Jonathan May, Xuezhe Ma
Findings of the Association for Computational Linguistics: EMNLP 2022,  2022

Prompt consistency for zero-shot task generalization

Chunting Zhou, Junxian He, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig
Findings of the Association for Computational Linguistics: EMNLP 2022,  2022

Towards a unified view of parameter-efficient transfer learning

Junxian He, Chunting Zhou, Xuezhe Ma, Taylor Berg-Kirkpatrick, Graham Neubig
Proceedings of 10th International Conference on Learning Representations …,  2022

Multimodal and explainable internet meme classification

Abhinav Kumar Thakur, Filip Ilievski, Hông-Ân Sandlin, Zhivar Sourati, Luca Luceri, Riccardo Tommasini, Alain Mermoud
arXiv preprint arXiv:2212.05612,  2022

Quantitative analysis of fanfictions’ popularity

Zhivar Sourati Hassan Zadeh, Nazanin Sabri, Houmaan Chamani, Behnam Bahrak
Social Network Analysis and Mining 12 (1), 42,  2022

Analysis of the global trade network using exponential random graph models

Amin Setayesh, Zhivar Sourati Hassan Zadeh, Behnam Bahrak
Applied Network Science 7 (1), 38,  2022

Goal: Supporting general and dynamic adaptation in computing systems

Ahsan Pervaiz, Yao Hsiang Yang, Adam Duracz, Ferenc Bartha, Ryuichi Sai, Connor Imes, Robert Cartwright, Krishna Palem, Shan Lu, Henry Hoffmann
Proceedings of the 2022 ACM SIGPLAN International Symposium on New Ideas …,  2022

Towards energy-efficient hyperspectral image processing inside camera pixels

Gourav Datta, Zihan Yin, Ajey P Jacob, Akhilesh R Jaiswal, Peter A Beerel
European Conference on Computer Vision, 303-316,  2022

P2M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking

Gourav Datta, Souvik Kundu, Zihan Yin, Joe Mathai, Zeyu Liu, Zixu Wang, Mulin Tian, Shunlin Lu, Ravi Teja Lakkireddy, Andrew Schmidt, Wael Abd-Almageed, Ajey Jacob, Akhilesh Jaiswal, Peter Beerel
2022 IFIP/IEEE 30th International Conference on Very Large Scale Integration …,  2022

Modeling the energy efficiency of GEMM using optical random access memory

Bingyi Zhang, Akhilesh Jaiswal, Clynn Mathew, Ravi Teja Lakkireddy, Ajey P Jacob, Sasindu Wijeratne, Viktor Prasanna
2022 IEEE High Performance Extreme Computing Conference (HPEC), 1-7,  2022

Performance modeling sparse mttkrp using optical static random access memory on fpga

Sasindu Wijeratne, Akhilesh Jaiswal, Ajey P Jacob, Bingyi Zhang, Viktor Prasanna
2022 IEEE High Performance Extreme Computing Conference (HPEC), 1-7,  2022

A processing-in-pixel-in-memory paradigm for resource-constrained tinyml applications

Gourav Datta, Souvik Kundu, Zihan Yin, Ravi Teja Lakkireddy, Joe Mathai, Ajey P Jacob, Peter A Beerel, Akhilesh R Jaiswal
Scientific Reports 12 (1), 14396,  2022

Electro-optic modulators with stacked layers

Y Bian, AP Jacob
US Patent 11,415,821,  2022

Fin-based photodetector structure

AP Jacob, Y Bian, S Shank
US Patent 11,374,143,  2022

Heterogeneously integrated quantum chip interposer packaging

Ramesh Kudalippalliyalil, Sujith Chandran, Akhilesh Jaiswal, Kang L Wang, Ajey P Jacob
2022 IEEE 72nd Electronic Components and Technology Conference (ECTC), 1869-1874,  2022

Photonic component with distributed Bragg reflectors

Y Bian, AP Jacob
US Patent 11,340,403,  2022