Showing 2026Show all
2 papers · 1 filter
cs.CV2026
Noise-Free One-Step LoRA for Task-Driven Image Restoration with Diffusion Priors
Jaeha Kim, Kyoung Mu Lee
Degraded images not only reduce visual quality but also impair downstream high-level vision tasks. Task-driven image restoration (TDIR) addresses this issue by jointly optimizing r…
cs.CL2026
SERC: LDPC-Inspired Semantic Error Correction for Retrieval-Augmented Generation
Gyumin Kim, Juhwan Park, Jaeha Kim +3
While Large Language Models (LLMs) have demonstrated remarkable capabilities, their reliability is significantly compromised by hallucinations. Existing intrinsic self-correction m…