conformal prediction

208 papers

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Also known as

ICP CP

Co-occurring keywords

uncertainty quantification (1365) prediction set (55) prediction interval (67) coverage guarantee (25) large language model (12755) quantile regression (94) risk control (13) online learning (1770) uncertainty estimation (639) statistical guarantee (32)

Papers

CP-Router: An Uncertainty-Aware Router Between LLM and LRM AAAI 2026

Minimum-Length Conformal Prediction Sets for Ordinal Classification AAAI 2026

Statistically Robust Sparse High-order Interaction Model AAAI 2026

Conformal Constrained Policy Optimization for Cost-Effective LLM Agents AAAI 2026

Performance of Conformal Prediction in Capturing Aleatoric Uncertainty WACV 2026

TrustEnergy: A Unified Framework for Accurate and Reliable User-level Energy Usage Prediction AAAI 2026

Knowing When to Abstain: Medical LLMs Under Clinical Uncertainty EACL 2026

Symmetric Aggregation of Conformity Scores for Efficient Uncertainty Sets AAAI 2026

Conformal Prediction Meets Long-tail Classification AAAI 2026

Clinician-in-the-Loop Smart Home System to Detect Urinary Tract Infection Flare-Ups via Uncertainty-Aware Decision Support AAAI 2026

Quantifying and Improving Adaptivity in Conformal Prediction Through Input Transformations AAAI 2026

Conformal Prediction for Multi-Source Detection on a Network AAAI 2026

COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees AAAI 2026

FAIR-SIGHT: Fairness Assurance in Image Recognition via Simultaneous Conformal Thresholding and Dynamic Output Repair WACV 2026

SD-CSFL: A Synthetic Data-Driven Conformity Scoring Framework for Robust Federated Learning WACV 2026

Mind the Gap: Benchmarking LLM Uncertainty and Calibration with Specialty-Aware Clinical QA and Reasoning-Based Behavioural Features EACL 2026

The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs EACL 2026

Conformal Feedback Alignment: Quantifying Answer-Level Reliability for Robust LLM Alignment EACL 2026

Fast Conformal Prediction Using Conditional Interquantile Intervals AAAI 2026

Cost-Sensitive Conformal Training with Provably Controllable Learning Bounds AAAI 2026

Deterministic Object Pose Confidence Region Estimation ICCV 2025

Neuron Explanations for Conformal Prediction (Student Abstract) AAAI 2025

Uncertainty-Aware Online Extrinsic Calibration: A Conformal Prediction Approach WACV 2025

Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training AAAI 2025

VAQUUM: Are Vague Quantifiers Grounded in Visual Data? ACL 2025