3 papers
cs.LG2025
Data Cartography for Detecting Memorization Hotspots and Guiding Data Interventions in Generative Models
Laksh Patel, Neel Shanbhag
Modern generative models risk overfitting and unintentionally memorizing rare training examples, which can be extracted by adversaries or inflate benchmark performance. We propose…
eess.SY2025
Second Order State Hallucinations for Adversarial Attack Mitigation in Formation Control of Multi-Agent Systems
Laksh Patel, Akhilesh Raj
The increasing deployment of multi-agent systems (MAS) in critical infrastructures such as autonomous transportation, disaster relief, and smart cities demands robust formation con…
math.OC2025
Distributed Asynchronous Primal-Dual Optimization for Supply-Chain Networks
Laksh Patel, Neel Shanbhag
Distributed supply-chain optimization demands algorithms that can cope with unreliable communication, unbounded messaging delays, and geographically dispersed agents while still gu…