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20192026
most citedEffective Federated Adaptive Gradient Methods with Non-IID Decentralized Data

14 citations · 31 across the 10 of their papers we have counts for

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cs.AI2026

A Low-Latency Fraud Detection Layer for Detecting Adversarial Interaction Patterns in LLM-Powered Agents

Sheldon Yu, Yingcheng Sun, Hanqing Guo +1

Large Language Model (LLM)-powered agents demonstrate strong capabilities in autonomous task execution, tool use, and multi-step reasoning. However, their increasing autonomy also…

cs.LG2026

GEM-Style Constraints for PEFT with Dual Gradient Projection in LoRA

Brian Tekmen, Jason Yin, Qianqian Tong

Full fine-tuning of Large Language Models (LLMs) is computationally costly, motivating Continual Learning (CL) approaches that utilize parameter-efficient adapters. We revisit Grad…