Amit Ranjan Trivedi
3 papers · 2025–2026 · 2 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Research topics
Keywords
federated learning
(1)
causal inference
(1)
reinforcement learning
(1)
model security
(1)
conformal prediction
(1)
anomaly detection
(1)
noise suppression
(1)
random matrix theory
(1)
adversarial defense
(1)
hallucination detection
(1)
calibration error
(1)
jailbreak defense
(1)
coverage guarantee
(1)
llm agent
(1)
multi-agent system
(1)
ambient intelligence
(1)
bio-autonomic control
(1)
abstention policy
(1)
Papers
EigenShield: Inference-Time, Model-Agnostic Jailbreaking Defense via Causal Subspace Filtering
AAAI 2026
Resilience in Ambient Multi-Agent LLMs via Decentralized Bio-Autonomic Control and Immune-Inspired Anomaly Detection
AAAI 2026
CAP: Conformalized Abstention Policies for Context-Adaptive Risk Management for LLMs and VLMs
ACML 2025