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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…
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…
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…