Saima Afrin

According to our database, Saima Afrin authored at least 13 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Not All Tokens Matter: Data-Centric Optimization for Efficient Code Summarization.

Saima Afrin, Zaiyu Cheng, Tushar Sharma, Alexander Serebrenik, Massimiliano Di Penta, Antonio Mastropaolo

CoRR, January, 2026

Parameter-Efficient Multi-Task Fine-Tuning in Code-Related Tasks.

Md Zahidul Haque, Saima Afrin, Antonio Mastropaolo

CoRR, January, 2026

2025

[Replication Package] Evaluating the Impact of Post-Training Quantization on Large Language Models for Code Generation.

Alessandro Giagnorio, Antonio Mastropaolo, Saima Afrin, Massimiliano Di Penta, Gabriele Bavota

Dataset, October, 2025

A Systematic Literature Review of Parameter-Efficient Fine-Tuning for Large Code Models.

Md Zahidul Haque, Saima Afrin, Antonio Mastropaolo

CoRR, April, 2025

Quantizing Large Language Models for Code Generation: A Differentiated Replication.

Alessandro Giagnorio, Antonio Mastropaolo, Saima Afrin, Massimiliano Di Penta, Gabriele Bavota

CoRR, March, 2025

Replication Package of the paper "Large Language Models for Multilingual Code Generation: A Benchmark and a Study on Code Quality".

Alessandro Midolo, Saima Afrin, Camilo Escobar-Velásquez, Mario Linares-Vásquez, Weiyuan Ding, Bowen Xu, Massimiliano Di Penta, Antonio Mastropaolo

Dataset, March, 2025

[Replication Package] Quantizing Large Language Models for Code Generation: A Differentiated Replication.

Alessandro Giagnorio, Antonio Mastropaolo, Saima Afrin, Massimiliano Di Penta, Gabriele Bavota

Dataset, March, 2025

[Replication Package] Quantizing Large Language Models for Code Generation: A Differentiated Replication.

Alessandro Giagnorio, Antonio Mastropaolo, Saima Afrin, Massimiliano Di Penta, Gabriele Bavota

Dataset, March, 2025

[Replication Package] Quantizing Large Language Models for Code Generation: A Differentiated Replication.

Alessandro Giagnorio, Antonio Mastropaolo, Saima Afrin, Massimiliano Di Penta, Gabriele Bavota

Dataset, March, 2025

Identifying and Analyzing Pitfalls in GNN Systems.

Yidong Gong, Arnab Kanti Tarafder, Saima Afrin, Pradeep Kumar

Proceedings of the 2025 USENIX Annual Technical Conference, 2025

Is Quantization a Deal-Breaker? Empirical Insights From Large Code Models.

Saima Afrin, Bowen Xu, Antonio Mastropaolo

Proceedings of the IEEE International Conference on Software Maintenance and Evolution, 2025

Resource-Efficient & Effective Code Summarization.

Saima Afrin, Joseph Call, Khai-Nguyen Nguyen, Oscar Chaparro, Antonio Mastropaolo

Proceedings of the IEEE/ACM Second International Conference on AI Foundation Models and Software Engineering, 2025

2024

Single-GPU GNN Systems: Traps and Pitfalls.

Yidong Gong, Arnab Kanti Tarafder, Saima Afrin, Pradeep Kumar

CoRR, 2024