4 papers
Collaborative Processing for Multi-Tenant Inference on Memory-Constrained Edge TPUs
Nathan Ng, Walid A. Hanafy, Prashanthi Kadambi +5
IoT applications increasingly rely on on-device AI accelerators to ensure high performance, especially in low-connectivity and safety-critical scenarios. However, the limited on-ch…
Task-Aware LoRA Adapter Composition via Similarity Retrieval in Vector Databases
Riya Adsul, Balachandra Devarangadi Sunil, Isha Nalawade +1
Parameter efficient fine tuning methods like LoRA have enabled task specific adaptation of large language models, but efficiently composing multiple specialized adapters for unseen…
Memory Poisoning Attack and Defense on Memory Based LLM-Agents
Balachandra Devarangadi Sunil, Isheeta Sinha, Piyush Maheshwari +3
Large language model agents equipped with persistent memory are vulnerable to memory poisoning attacks, where adversaries inject malicious instructions through query only interacti…
Density Estimation and Crowd Counting
Balachandra Devarangadi Sunil, Rakshith Venkatesh, Shantanu Todmal
This study enhances a crowd density estimation algorithm originally designed for image-based analysis by adapting it for video-based scenarios. The proposed method integrates a den…