[MedIA'25] FLAIR: A Foundation LAnguage-Image model of the Retina for fundus image understanding.

codes for submitted paper titled: ''MAD-AD: Masked Diffusion Autoencoder for Unsupervised Brain Anomaly Detection"

Codes and datasets for the paper Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse

Tools for conformal inference in regression

Privileged Conformal Prediction - Robust Conformal Prediction Using Privileged Information

Improving Uncertainty Quantification of Deep Classifiers via Neighborhood Conformal Prediction: Novel Algorithm and Theoretical Analysis(AAAI-2023)

Implementation of Vr-ConfTr

[ICML'24] Conformal Prediction for Deep Classifier via Label Ranking

Extending Conformal Prediction to LLMs

Usage of Multi-task deep learning network for semantic segmentation in medical images

Conformal prediction for uncertainty quantification in image segmentation

A knowledge distillation framework for image reconstruction and image restoration in MRI workflow

Model calibration in CLIP Adapters

Code for the paper "On Context Utilization in Summarization with Large Language Models" (ACL 2024)

[ArXiv2024] ModPrompt: Visual Modality Prompt for Adapting Vision-Language Object Detectors

Evaluate uncertainty, calibration, accuracy, and fairness of LLMs on real-world survey data!

[NeurIPS 2024] "Self-Calibrated Tuning of Vision-Language Models for Out-of-Distribution Detection"

[CVPR'24] Validation-free few-shot adaptation of CLIP, using a well-initialized Linear Probe (ZSLP) and class-adaptive constraints (CLAP).

source code for NeurIPS'24 paper "Towards Calibrated Robust Fine-Tuning of Vision-Language Models"