ASE 2026 (series) / Research Papers /
Bridging the Gap between Intent and Impact: An Empirical Study of GPU Optimizations in Deep Learning Frameworks
Thu 15 Oct 2026 15:45 - 16:00 at Forum 7 - Security and Other Non-Functional Properties: Performance 2
Thu 15 OctDisplayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
Thu 15 Oct
Displayed time zone: Amsterdam, Berlin, Bern, Rome, Stockholm, Vienna change
14:00 - 16:00 | Security and Other Non-Functional Properties: Performance 2Tools and Datasets / Research Papers / Industry Showcase at Forum 7 | ||
14:00 15mTalk | EffiHolmes: Differential Profiling-Guided Repository Level Time Inefficiency Fix Localization Research Papers Haowen Yang Hong Kong University of Science and Technology, Yun Peng The Chinese University of Hong Kong, Zishuo Ding The Hong Kong University of Science and Technology (Guangzhou) | ||
14:15 15mTalk | Assessing Uncertainty in Performance Modeling: Conformal Prediction vs. Bayesian Regression Research Papers Stefan Jahns Universität Leipzig, Johannes Dorn Leipzig University, Max Weber Leipzig University, Sven Apel Saarland University, Norbert Siegmund Leipzig University | ||
14:30 15mTalk | Beyond Single-Level PGO: Understanding and Harnessing Cross-Level Optimization Effects in Industrial Systems Industry Showcase Dong Liu Center Research Institute, ZTE Coporation, China, Yifan Cheng University of Electronic Science and Technology of China, Yunfeng Cui ZTE Corporation, Ting Chen University of Electronic Science and Technology of China, Jiachi Chen Zhejiang University, Zhihong Xue ZTE Corporation, Chong Hu ZTE Corporation, Shengyu Cheng ZTE Corporation | ||
14:45 10mTalk | Baseliner: A Plugin-Oriented, Hardware-Agnostic GPU Benchmarking Library Tools and Datasets DOI | ||
14:55 10mTalk | CppPerf: An Automated Pipeline and Dataset for Performance-Improving C++ Commits Tools and Datasets DOI | ||
15:05 10mTalk | EnergyTrackr: A Modular Energy Regressions Detection Tool Tools and Datasets François Bechet University of Namur, Jérôme Maquoi University of Namur, Luís Cruz TU Delft, Benoît Vanderose University of Namur, Xavier Devroey University of Namur DOI Pre-print Media Attached | ||
15:15 15mTalk | SimServing: Native-Execution Simulation for Evolution-Resilient LLM Serving Configuration Tuning Research Papers Yujie Huang The Chinese University of Hong Kong, Jiazhen Gu Chinese University of Hong Kong, Zhihan Jiang The Chinese University of Hong Kong, Michael Lyu CUHK, Hong Kong | ||
15:30 15mTalk | Discovering Performance Archetypes: Critical-Path-Aware Pattern Analysis and Regression Detection Research Papers Kaveh Shahedi Polytechnique Montréal, Heng Li Polytechnique Montréal, Maxime Lamothe Polytechnique Montreal, Foutse Khomh Polytechnique Montréal | ||
15:45 15mTalk | Bridging the Gap between Intent and Impact: An Empirical Study of GPU Optimizations in Deep Learning Frameworks Research Papers Siqi Wang Zhejiang University, Fanjing Luo Zhejiang University, Xing Hu Zhejiang University, Xinyu Wang Zhejiang University, Xin Xia Zhejiang University | ||