3 papers
cs.CL2026
ADEPT: Adaptive Dynamic Early-Exit Process for Transformers
Sangmin Yoo, Srikanth Malla, Chiho Choi +2
The inference of large language models imposes significant computational workloads, often requiring the processing of billions of parameters. Although early-exit strategies have pr…
cs.CV2025
CAMILA: Context-Aware Masking for Image Editing with Language Alignment
Hyunseung Kim, Chiho Choi, Srikanth Malla +3
Text-guided image editing has been allowing users to transform and synthesize images through natural language instructions, offering considerable flexibility. However, most existin…
cs.LG2024
COPAL: Continual Pruning in Large Language Generative Models
Srikanth Malla, Joon Hee Choi, Chiho Choi
Adapting pre-trained large language models to different domains in natural language processing requires two key considerations: high computational demands and model's inability to…