activity
20202026
most citedHPC AI500: The Methodology, Tools, Roofline Performance Models, and Metrics for Benchmarking HPC AI Systems

13 citations · 17 across the 9 of their papers we have counts for

collaborators

8 papers

cs.LG2026

AutoMatBench: An Automatic Optimization Toolkit for the Acceleration of Material Properties Prediction Benchmarking

Hongxiao Li, Wanling Gao

Material property prediction (MPP) infers key properties from chemical composition and structure, accelerating the discovery and optimization of novel materials. In the realm of MP…

cs.PF2026

Inference of Component Effect on System Performance

Chenxi Wang, Lei Wang, Wanling Gao +5

In a computer system, multiple components--such as the CPU, memory, and others--work together as a system whose performance can be directly measured. However, the effect of a compo…

cs.LG2026

GraDE: A Graph Diffusion Estimator for Frequent Subgraph Discovery in Neural Architectures

Yikang Yang, Zhengxin Yang, Minghao Luo +5

Finding frequently occurring subgraph patterns or network motifs in neural architectures is crucial for optimizing efficiency, accelerating design, and uncovering structural insigh…

stat.ME2026

On Meta-Evaluation

Hongxiao Li, Chenxi Wang, Fanda Fan +4

Evaluation is the foundation of empirical science, yet the evaluation of evaluation itself -- so-called meta-evaluation -- remains strikingly underdeveloped. While methods such as…

cs.LG2025

KAIROS: Unified Training for Universal Non-Autoregressive Time Series Forecasting

Kuiye Ding, Fanda Fan, Zheya Wang +5

In the World Wide Web, reliable time series forecasts provide the forward-looking signals that drive resource planning, cache placement, and anomaly response, enabling platforms to…

cs.HC2024

Evaluatology: The Science and Engineering of Evaluation

Jianfeng Zhan, Lei Wang, Wanling Gao +10

Evaluation is a crucial aspect of human existence and plays a vital role in various fields. However, it is often approached in an empirical and ad-hoc manner, lacking consensus on…