145 citations · 339 across the 28 of their papers we have counts for
5 papers · 1 filter
Placement in Integrated Circuits using Cyclic Reinforcement Learning and Simulated Annealing
Dhruv Vashisht, Harshit Rampal, Haiguang Liao +4
Physical design and production of Integrated Circuits (IC) is becoming increasingly more challenging as the sophistication in IC technology is steadily increasing. Placement has be…
Track-Assignment Detailed Routing Using Attention-based Policy Model With Supervision
Haiguang Liao, Qingyi Dong, Weiyi Qi +2
Detailed routing is one of the most critical steps in analog circuit design. Complete routing has become increasingly more challenging in advanced node analog circuits, making adva…
StressGAN: A Generative Deep Learning Model for 2D Stress Distribution Prediction
Haoliang Jiang, Zhenguo Nie, Roselyn Yeo +2
Using deep learning to analyze mechanical stress distributions has been gaining interest with the demand for fast stress analysis methods. Deep learning approaches have achieved ex…
Attention Routing: track-assignment detailed routing using attention-based reinforcement learning
Haiguang Liao, Qingyi Dong, Xuliang Dong +5
In the physical design of integrated circuits, global and detailed routing are critical stages involving the determination of the interconnected paths of each net on a circuit whil…
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain
Zhenguo Nie, Tong Lin, Haoliang Jiang +1
In topology optimization using deep learning, load and boundary conditions represented as vectors or sparse matrices often miss the opportunity to encode a rich view of the design…