ConU: Conformal Uncertainty in Large Language Models with Correctness Coverage Guarantees
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Zhiyuan, Duan, Jinhao, Cheng, Lu, Zhang, Yue, Wang, Qingni, Shi, Xiaoshuang, Xu, Kaidi, Shen, Hengtao, Zhu, Xiaofeng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SConU: Selective Conformal Uncertainty in Large Language Models
by: Wang, Zhiyuan, et al.
Published: (2025)
by: Wang, Zhiyuan, et al.
Published: (2025)
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees
by: Wang, Zhiyuan, et al.
Published: (2025)
by: Wang, Zhiyuan, et al.
Published: (2025)
Conformal Lesion Segmentation for 3D Medical Images
by: Tan, Binyu, et al.
Published: (2025)
by: Tan, Binyu, et al.
Published: (2025)
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models
by: Kong, Fei, et al.
Published: (2023)
by: Kong, Fei, et al.
Published: (2023)
LRR-Bench: Left, Right or Rotate? Vision-Language models Still Struggle With Spatial Understanding Tasks
by: Kong, Fei, et al.
Published: (2025)
by: Kong, Fei, et al.
Published: (2025)
Word-Sequence Entropy: Towards Uncertainty Estimation in Free-Form Medical Question Answering Applications and Beyond
by: Wang, Zhiyuan, et al.
Published: (2024)
by: Wang, Zhiyuan, et al.
Published: (2024)
IUQ: Interrogative Uncertainty Quantification for Long-Form Large Language Model Generation
by: Fan, Haozhi, et al.
Published: (2026)
by: Fan, Haozhi, et al.
Published: (2026)
TruthPrInt: Mitigating Large Vision-Language Models Object Hallucination Via Latent Truthful-Guided Pre-Intervention
by: Duan, Jinhao, et al.
Published: (2025)
by: Duan, Jinhao, et al.
Published: (2025)
Caterpillar: A Pure-MLP Architecture with Shifted-Pillars-Concatenation
by: Sun, Jin, et al.
Published: (2023)
by: Sun, Jin, et al.
Published: (2023)
Shifting Attention to Relevance: Towards the Predictive Uncertainty Quantification of Free-Form Large Language Models
by: Duan, Jinhao, et al.
Published: (2023)
by: Duan, Jinhao, et al.
Published: (2023)
Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees
by: Zhou, Zhiyi, et al.
Published: (2025)
by: Zhou, Zhiyi, et al.
Published: (2025)
LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems
by: Wang, Zhiyuan, et al.
Published: (2025)
by: Wang, Zhiyuan, et al.
Published: (2025)
SAFER: Risk-Constrained Sample-then-Filter in Large Language Models
by: Wang, Qingni, et al.
Published: (2025)
by: Wang, Qingni, et al.
Published: (2025)
SafeGround: Know When to Trust GUI Grounding Models via Uncertainty Calibration
by: Wang, Qingni, et al.
Published: (2026)
by: Wang, Qingni, et al.
Published: (2026)
A Survey on Large Language Model (LLM) Security and Privacy: The Good, the Bad, and the Ugly
by: Yao, Yifan, et al.
Published: (2023)
by: Yao, Yifan, et al.
Published: (2023)
Set-Valued Prediction for Large Language Models with Feasibility-Aware Coverage Guarantees
by: Li, Ye, et al.
Published: (2026)
by: Li, Ye, et al.
Published: (2026)
DynaCode: A Dynamic Complexity-Aware Code Benchmark for Evaluating Large Language Models in Code Generation
by: Hu, Wenhao, et al.
Published: (2025)
by: Hu, Wenhao, et al.
Published: (2025)
The Imitation Game: Using Large Language Models as Chatbots to Combat Chat-Based Cybercrimes
by: Yao, Yifan, et al.
Published: (2025)
by: Yao, Yifan, et al.
Published: (2025)
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models
by: Wang, Qingni, et al.
Published: (2024)
by: Wang, Qingni, et al.
Published: (2024)
UProp: Investigating the Uncertainty Propagation of LLMs in Multi-Step Agentic Decision-Making
by: Duan, Jinhao, et al.
Published: (2025)
by: Duan, Jinhao, et al.
Published: (2025)
Probabilistic Conformal Coverage Guarantees in Small-Data Settings
by: Zwart, Petrus H.
Published: (2025)
by: Zwart, Petrus H.
Published: (2025)
Conformalized-KANs: Uncertainty Quantification with Coverage Guarantees for Kolmogorov-Arnold Networks (KANs) in Scientific Machine Learning
by: Mollaali, Amirhossein, et al.
Published: (2025)
by: Mollaali, Amirhossein, et al.
Published: (2025)
Conformal Prediction Sets for Next-Token Prediction in Large Language Models: Balancing Coverage Guarantees with Set Efficiency
by: Kotla, Yoshith Roy, et al.
Published: (2025)
by: Kotla, Yoshith Roy, et al.
Published: (2025)
Sparse Neurons Carry Strong Signals of Question Ambiguity in LLMs
by: Zhang, Zhuoxuan, et al.
Published: (2025)
by: Zhang, Zhuoxuan, et al.
Published: (2025)
Conformal Approach To Gaussian Process Surrogate Evaluation With Coverage Guarantees
by: Jaber, Edgar, et al.
Published: (2024)
by: Jaber, Edgar, et al.
Published: (2024)
ConformalNL2LTL: Translating Natural Language Instructions into Temporal Logic Formulas with Conformal Correctness Guarantees
by: Sundarsingh, David Smith, et al.
Published: (2025)
by: Sundarsingh, David Smith, et al.
Published: (2025)
Unveiling Typographic Deceptions: Insights of the Typographic Vulnerability in Large Vision-Language Model
by: Cheng, Hao, et al.
Published: (2024)
by: Cheng, Hao, et al.
Published: (2024)
COPU: Conformal Prediction for Uncertainty Quantification in Natural Language Generation
by: Wang, Sean, et al.
Published: (2025)
by: Wang, Sean, et al.
Published: (2025)
CoIN: A Benchmark of Continual Instruction tuNing for Multimodel Large Language Model
by: Chen, Cheng, et al.
Published: (2024)
by: Chen, Cheng, et al.
Published: (2024)
Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees
by: Shen, Cheng, et al.
Published: (2025)
by: Shen, Cheng, et al.
Published: (2025)
Coverage Guarantees for Pseudo-Calibrated Conformal Prediction under Distribution Shift
by: Siahkali, Farbod, et al.
Published: (2026)
by: Siahkali, Farbod, et al.
Published: (2026)
Transformer-Enhanced Data-Driven Output Reachability with Conformal Coverage Guarantees
by: Zhang, Zhen, et al.
Published: (2026)
by: Zhang, Zhen, et al.
Published: (2026)
Multi-Scale Conformal Prediction: A Theoretical Framework with Coverage Guarantees
by: Baheri, Ali, et al.
Published: (2025)
by: Baheri, Ali, et al.
Published: (2025)
Full-text Error Correction for Chinese Speech Recognition with Large Language Model
by: Tang, Zhiyuan, et al.
Published: (2024)
by: Tang, Zhiyuan, et al.
Published: (2024)
Pinyin Regularization in Error Correction for Chinese Speech Recognition with Large Language Models
by: Tang, Zhiyuan, et al.
Published: (2024)
by: Tang, Zhiyuan, et al.
Published: (2024)
Do as We Do, Not as You Think: the Conformity of Large Language Models
by: Weng, Zhiyuan, et al.
Published: (2025)
by: Weng, Zhiyuan, et al.
Published: (2025)
ConfEviSurrogate: A Conformalized Evidential Surrogate Model for Uncertainty Quantification
by: Duan, Yuhan, et al.
Published: (2025)
by: Duan, Yuhan, et al.
Published: (2025)
Transfer Attack for Bad and Good: Explain and Boost Adversarial Transferability across Multimodal Large Language Models
by: Cheng, Hao, et al.
Published: (2024)
by: Cheng, Hao, et al.
Published: (2024)
CONFEX: Uncertainty-Aware Counterfactual Explanations with Conformal Guarantees
by: Bilkhoo, Aman, et al.
Published: (2025)
by: Bilkhoo, Aman, et al.
Published: (2025)
Bi-Level Control of Weaving Sections in Mixed Traffic Environments with Connected and Automated Vehicles
by: Yan, Longhao, et al.
Published: (2024)
by: Yan, Longhao, et al.
Published: (2024)
Similar Items
-
SConU: Selective Conformal Uncertainty in Large Language Models
by: Wang, Zhiyuan, et al.
Published: (2025) -
COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees
by: Wang, Zhiyuan, et al.
Published: (2025) -
Conformal Lesion Segmentation for 3D Medical Images
by: Tan, Binyu, et al.
Published: (2025) -
ACT-Diffusion: Efficient Adversarial Consistency Training for One-step Diffusion Models
by: Kong, Fei, et al.
Published: (2023) -
LRR-Bench: Left, Right or Rotate? Vision-Language models Still Struggle With Spatial Understanding Tasks
by: Kong, Fei, et al.
Published: (2025)