2 papers
cs.CL2026
The Temporal Tug-of-War: Visualizing and Detecting RAG Conflicts in Diffusion Models via Trajectory Variance
Sravan Karthick T, Pranav Darshan, Pranav A +2
Retrieval-Augmented Generation (RAG) introduces a specific failure mode in discrete diffusion language models: when retrieved context contradicts parametric knowledge, the iterativ…
cs.CV2026
Two Steps Are All You Need: Efficient 3D Point Cloud Anomaly Detection with Consistency Models
Pranav A, Shashank B, Pranav Siddappa +3
Diffusion models are rapidly redefining 3D anomaly detection in point cloud data. As 3D sensing becomes integral to modern manufacturing, reliable anomaly detection is essential fo…