3 papers
cs.LG2025
ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization
Sadegh Jafari, Aishwarya Sarkar, Mohiuddin Bilwal +1
Foundation models face growing compute and memory bottlenecks, hindering deployment on resource-limited platforms. While compression techniques such as pruning and quantization are…
cs.CV2025
SuperSAM: Crafting a SAM Supernetwork via Structured Pruning and Unstructured Parameter Prioritization
Waqwoya Abebe, Sadegh Jafari, Sixing Yu +6
Neural Architecture Search (NAS) is a powerful approach of automating the design of efficient neural architectures. In contrast to traditional NAS methods, recently proposed one-sh…
cs.CL2024
data2lang2vec: Data Driven Typological Features Completion
Hamidreza Amirzadeh, Sadegh Jafari, Anika Harju +1
Language typology databases enhance multi-lingual Natural Language Processing (NLP) by improving model adaptability to diverse linguistic structures. The widely-used lang2vec toolk…