3 papers
cs.AI2026
Retrieval-Conditioned Topology Selection with Provable Budget Conservation for Multi-Agent Code Generation
Abhijit Talluri, Pujith Anne, Bhagavan Choudary Pendiyala +1
Multi-agent LLM systems for code generation face a fundamental routing problem: the optimal orchestration topology depends on the structural complexity of the code under modificati…
cs.CR2026
Auto-ART: Structured Literature Synthesis and Automated Adversarial Robustness Testing
Abhijit Talluri
Adversarial robustness evaluation underpins every claim of trustworthy ML deployment, yet the field suffers from fragmented protocols and undetected gradient masking. We make two c…
cs.CR2025
DP-RTFL: Differentially Private Resilient Temporal Federated Learning for Trustworthy AI in Regulated Industries
Abhijit Talluri
Federated Learning (FL) has emerged as a critical paradigm for enabling privacy-preserving machine learning, particularly in regulated sectors such as finance and healthcare. Howev…