3 papers
cs.LG2026
Actionable Hallucination Detection: Translating Latent Uncertainty into Agentic Critique
Sanidhya Vijayvargiya, Rahul Lokesh
Large Language Models (LLMs) deployed as AI agents frequently exhibit user specification-grounding failures, executing hallucinated, undesired actions to force a resolution rather…
cs.AI2025
Efficient On-Device Agents via Adaptive Context Management
Sanidhya Vijayvargiya, Rahul Lokesh
On-device AI agents offer the potential for personalized, low-latency assistance, but their deployment is fundamentally constrained by limited memory capacity. Context in agentic s…
cs.CV2023
Learning from Children: Improving Image-Caption Pretraining via Curriculum
Hammad A. Ayyubi, Rahul Lokesh, Alireza Zareian +2
Image-caption pretraining has been quite successfully used for downstream vision tasks like zero-shot image classification and object detection. However, image-caption pretraining…