AppGNN: Approximation-Aware Functional Reverse Engineering using Graph Neural Networks by Bucher, Tim, Alrahis, Lilas, Paim, Guilherme, Bampi, Sergio, Sinanoglu, Ozgur, Amrouch, Hussam

Hedgecode: A Multi-Task Hedging Contrastive Learning Framework for Code Search by Chen, Gong, Xie, Xiaoyuan, Tang, Daniel, Xin, Qi, Liu, Wenjie

Toward More Effective Deep Learning-based Automated Software Vulnerability Prediction, Classification, and Repair by Fu, Michael

CertPri: Certifiable Prioritization for Deep Neural Networks via Movement Cost in Feature Space by Zheng, Haibin, Chen, Jinyin, Jin, Haibo

TraceFL: Interpretability-Driven Debugging in Federated Learning via Neuron Provenance by Gill, Waris, Anwar, Ali, Gulzar, Muhammad Ali

A Comparative Study of Reliable Predictive Models for Energy-Efficient MPC in Buildings by Geraldo, Alexandre, Casimiro, António, de Sá, Alan Oliveira, Cecílio, José, Ferreira, Pedro M.

In-Simulation Testing of Deep Learning Vision Models in Autonomous Robotic Manipulators by Humeniuk, Dmytro, Ben Braiek, Houssem, Reid, Thomas, Khomh, Foutse

RACI: A Resource-Aware Cooperative Inference Framework on Heterogeneous Edge Devices by Wang, Zhenyu, Ren, Ao, Liu, Duo, Fang, Haining, Shi, Jiaxing, Tan, Yujuan, Chen, Xianzhang

TESTIFAI: Probabilistic Context-Aware Testing for Safe Deep Learning Models by Arif, Arooj

Recommending Pre-Trained Models for IoT Devices by Patil, Parth V., Jiang, Wenxin, Peng, Huiyun, Lugo, Daniel, Kalu, Kelechi G., LeBlanc, Josh, Smith, Lawrence, Heo, Hyeonwoo, Aou, Nathanael, Davis, James C.

Reducing DNN Properties to Enable Falsification with Adversarial Attacks by Shriver, David, Elbaum, Sebastian, Dwyer, Matthew B.

Fault Localization for Buggy Deep Learning Framework Conversions in Image Recognition by Louloudakis, Nikolaos, Gibson, Perry, Cano, Jose, Rajan, Ajitha

CURE: Code-Aware Neural Machine Translation for Automatic Program Repair by Jiang, Nan, Lutellier, Thibaud, Tan, Lin

Iterative Assessment and Improvement of DNN Operational Accuracy by Guerriero, Antonio, Pietrantuono, Roberto, Russo, Stefano

AIREPAIR: A Repair Platform for Neural Networks by Song, Xidan, Sun, Youcheng, Mustafa, Mustafa A., Cordeiro, Lucas C.

Fairness Testing Through Extreme Value Theory by Monjezi, Verya, Trivedi, Ashutosh, Kreinovich, Vladik, Tizpaz-Niari, Saeid

Chinese Speech Enhancement and Adaptive Recognition Technology for Complex Language Environments by Gao, Ziqi

A Framework for On the Fly Input Refinement for Deep Learning Models by Rathnasuriya, Ravishka

Faster Configuration Performance Bug Testing with Neural Dual-Level Prioritization by Ma, Youpeng, Chen, Tao, Li, Ke

On the Fly Input Refinement for Code Language Models by Rathnasuriya, Ravishka