From the 1 of 3 linked papers with an AI index.
3 papers
q-fin.GN2026
Self-Explaining Segment Trees: A KPI-Conditioned Segmentation Framework for Business Analytics with Node-Level Explanation via Recursive Subspace Partitioning
Girish G N, Dhanashekar Kandaswamy
Business users confronted with a moving metric need to know which part of their data moved and why. Existing data-explanation methods typically return predicates: conjunctions of a…
q-fin.GN2026
ZAPs: A Reward Attribution Framework for DeFi Ecosystems with Adversarial-Robust Scoring via Parallel Anomaly Ensemble Detection
Girish G N, Ashutosh Sahoo, Ajay Bhat +4
The paper proposes ZAPs, a framework for assigning rewards in DeFi that combines economic contribution scoring with a multi‑layer defense against bots and sybil attacks using anoma…
q-fin.GN2025
Deep Reputation Scoring in DeFi: zScore-Based Wallet Ranking from Liquidity and Trading Signals
Dhanashekar Kandaswamy, Ashutosh Sahoo, Akshay SP +3
As decentralized finance (DeFi) evolves, distinguishing between user behaviors - liquidity provision versus active trading - has become vital for risk modeling and on-chain reputat…