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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Vineeta Khemchandani

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Open access Aug 2026

Reasoning Beyond Prediction: A Neuro-Symbolic Multi-Agent Framework for Explainable Options Trading

Price-direction prediction has long been treated as the central task in building automated trading systems. What such systems rarely address is whether a proposed trade makes economic sense, sits within an acceptable risk envelope, or can be justified to a human analyst. This paper presents NeSy-MAT (Neuro-Symbolic Mul...

P. P. Adhikari, Vineeta Khemchandani, Neetu Sharma · 0 citations
Open access Aug 2026

Enhanced Robustness in Neural Network Models against Adversarial Attacks and their Performance Analysis

Among the evaluated models, CNNs exhibit the highest baseline robustness, whereas DNNs and RNNs rely more heavily on defense mechanisms to maintain performance, whereas DNNs and RNNs rely more heavily on defense mechanisms to maintain performance.

Surekha M., A. K. Sagar, Vineeta Khemchandani · 0 citations

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