output
20072023
most citedGeometric deep learning: going beyond Euclidean data

3.7k citations

18 papers

cs.LG2023★ 2 cited

CONFIDE: Contextual Finite Differences Modelling of PDEs

Ori Linial, Orly Avner, Dotan Di Castro

We introduce a method for inferring an explicit PDE from a data sample generated by previously unseen dynamics, based on a learned context. The training phase integrates knowledge…

cs.CL2022★ 18 cited

Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge Graphs

Phillip Howard, Arden Ma, Vasudev Lal +5

The extraction of aspect terms is a critical step in fine-grained sentiment analysis of text. Existing approaches for this task have yielded impressive results when the training an…

cs.CV2020★ 58 cited

Non-Rigid Puzzles

Or Litany, Emanuele Rodolà, Alex Bronstein +2

Shape correspondence is a fundamental problem in computer graphics and vision, with applications in various problems including animation, texture mapping, robotic vision, medical i…

cs.CR2020★ 35 cited

Towards Secure Composition of Integrated Circuits and Electronic Systems: On the Role of EDA

Johann Knechtel, Elif Bilge Kavun, Francesco Regazzoni +10

Modern electronic systems become evermore complex, yet remain modular, with integrated circuits (ICs) acting as versatile hardware components at their heart. Electronic design auto…

cs.CV2019★ 1 cited

Mimic The Raw Domain: Accelerating Action Recognition in the Compressed Domain

Barak Battash, Haim Barad, Hanlin Tang +1

Video understanding usually requires expensive computation that prohibits its deployment, yet videos contain significant spatiotemporal redundancy that can be exploited. In particu…

cs.CL2019★ 464 cited

Q8BERT: Quantized 8Bit BERT

Ofir Zafrir, Guy Boudoukh, Peter Izsak +1

Recently, pre-trained Transformer based language models such as BERT and GPT, have shown great improvement in many Natural Language Processing (NLP) tasks. However, these models co…