counterfactual-analysis

The official PyTorch code implementation of "Human Trajectory Prediction via Counterfactual Analysis" in ICCV 2021.

BITES: Balanced Individual Treatment Effect for Survival data

An interpretable early-warning engine that detects academic instability before grades collapse. Instead of predicting performance, it models pressure accumulation, buffer strength, and transition risk using attendance, engagement, and study load to explain fragility and identify high-leverage interventions.

An explanation-first HR analytics system that reconstructs why employee exit becomes rational. Instead of predicting attrition, it generates human-readable exit narratives by decomposing pressure and retention forces, adding peer context and counterfactual interventions to reveal how stability erodes over time.

An interpretable battery health engine that detects hidden points of no return instead of just predicting health %. It models stress, buffer, and degradation intensity, discovers Stable/Drifting/Irreversible regimes via GMM, and learns simple Decision Tree thresholds, with a Streamlit app for diagnostics and what-if scenarios.

A systems-level analysis engine that models sleep as a recovery debt process rather than a nightly outcome. Using physiological traits and ecological pressure signals, it estimates predicted sleep need, quantifies sleep debt, and visualizes how stress accumulates silently before visible fatigue or failure occurs.

State space model + data pipeline to generate counterfactual time series trajectories on multiple clinical signals, used to evaluate the utility of counterfactual features in sepsis prediction

Estimation of the Population Impact Fraction and Potential Impact Fraction

Turn before/after time-series questions into counterfactual charts, reproducible reports, share packages, and AI-agent-ready handoffs.

This repository contains data and code for counterfactual time series analysis of air pollutant concentrations in the United States.

Code to demo counterfactual evaluation on synthetic demo

AI/ML-driven digital twin framework for diabetes using CGM data, enabling causal inference, counterfactual simulation, and decision-aware healthcare modeling.

Interactive XAI dashboard for HCI — Explainable Loan Approval

Stock-Flow Consistent Agent-Based Macroeconomic Engine

Historical replay + counterfactual stress testing for Morpho MetaMorpho vaults: 6 risk detectors (oracle freeze, collateral cascade, depositor exit, utilization, liquidation latency, LTV stress)

AutoGuard AI｜自动驾驶 OTA 异常检测、根因分析与反事实诊断工具

A Streamlit platform that models academic research fields as market-like systems, with academic indices, AI interpretation, counterfactual analysis, and epistemic audits. 学术股市：用市场模型观察学术场的跨学科分析平台。

Fan Chart for Economic Uncertainty

CLIP-guided counterfactual analysis of affective image editing stability.