activity
20232025
most citedGraphText: Graph Reasoning in Text Space

4 citations · 4 across the 6 of their papers we have counts for

collaborators

6 papers

cs.AR2025

DISCA: A Digital In-memory Stochastic Computing Architecture Using A Compressed Bent-Pyramid Format

Shady Agwa, Yikang Shen, Shiwei Wang +1

Nowadays, we are witnessing an Artificial Intelligence revolution that dominates the technology landscape in various application domains, such as healthcare, robotics, automotive,…

cs.LG2025

Compressed Decentralized Momentum Stochastic Gradient Methods for Nonconvex Optimization

Wei Liu, Anweshit Panda, Ujwal Pandey +6

In this paper, we design two compressed decentralized algorithms for solving nonconvex stochastic optimization under two different scenarios. Both algorithms adopt a momentum techn…

cs.LG2025

LaMAGIC2: Advanced Circuit Formulations for Language Model-Based Analog Topology Generation

Chen-Chia Chang, Wan-Hsuan Lin, Yikang Shen +2

Automation of analog topology design is crucial due to customized requirements of modern applications with heavily manual engineering efforts. The state-of-the-art work applies a s…

econ.TH2024

Getting the Agent to Wait

Maryam Saeedi, Yikang Shen, Ali Shourideh

We examine the strategic interaction between an expert (principal) maximizing engagement and an agent seeking swift information. Our analysis reveals: When priors align, relative p…

cs.GT2023

The Consensus Game: Language Model Generation via Equilibrium Search

Athul Paul Jacob, Yikang Shen, Gabriele Farina +1

When applied to question answering and other text generation tasks, language models (LMs) may be queried generatively (by sampling answers from their output distribution) or discri…

cs.CL2023★ 4 cited

GraphText: Graph Reasoning in Text Space

Jianan Zhao, Le Zhuo, Yikang Shen +5

Large Language Models (LLMs) have gained the ability to assimilate human knowledge and facilitate natural language interactions with both humans and other LLMs. However, despite th…