K Naveen Kumar
3 papers · 2024–2026 · 2 conferences · across top CS/AI conferences
Achievements
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🌍
Conference Polyglot
(2)
🌉
Interdisciplinary Bridge
🐝
Cross-Pollinator
(15)
Conferences
CVPR (2)
WACV (1)
Top co-authors
Keywords
data poisoning
(2)
federated learning
(2)
semantic segmentation
(1)
adversarial learning
(1)
knowledge distillation
(1)
autonomous driving
(1)
privacy preservation
(1)
instance segmentation
(1)
data valuation
(1)
convergence guarantee
(1)
model inversion attack
(1)
homomorphic encryption
(1)
client contribution
(1)
causal inference
(1)
Papers
CaRS: A Causal Intervention Segmentation Framework and Benchmark Dataset for Autonomous Driving under Transitional Weather Conditions
WACV 2026
Fortifying Federated Learning Towards Trustworthiness via Auditable Data Valuation and Verifiable Client Contribution
CVPR 2025
Revamping Federated Learning Security from a Defender's Perspective: A Unified Defense with Homomorphic Encrypted Data Space
CVPR 2024