{"total":65,"rows":[{"id":"2412.05563","title":"A Survey on Uncertainty Quantification of Large Language Models: Taxonomy, Open Research Challenges, and Future Directions","created":"2024-12-07","cited_by_count":121,"area":null},{"id":"2503.15850","title":"Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey","created":"2025-03-20","cited_by_count":95,"area":"lr"},{"id":"2412.12359","title":"LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering","created":"2024-12-16","cited_by_count":51,"area":"mllm"},{"id":"2506.14766","title":"ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM","created":"2025-06-17","cited_by_count":37,"area":"mllm"},{"id":"2509.18658","title":"Analyzing Uncertainty of LLM-as-a-Judge: Interval Evaluations with Conformal Prediction","created":"2025-09-23","cited_by_count":27,"area":null},{"id":"2506.09046","title":"Self-Evolving Multi-Agent Systems via Textual Backpropagation","created":"2025-06-10","cited_by_count":23,"area":"agents"},{"id":"2505.19970","title":"CP-Router: An Uncertainty-Aware Router Between LLM and LRM","created":"2025-05-26","cited_by_count":20,"area":"lr"},{"id":"2410.08174","title":"Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models","created":"2024-10-10","cited_by_count":19,"area":"mllm"},{"id":"2602.13110","title":"SCOPE: Selective Conformal Optimized Pairwise LLM Judging","created":"2026-02-13","cited_by_count":14,"area":null},{"id":"2410.12323","title":"Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up","created":"2024-10-16","cited_by_count":10,"area":"lr"},{"id":"2503.10512","title":"Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression","created":"2025-03-13","cited_by_count":10,"area":null},{"id":"2512.01556","title":"LEC: Linear Expectation Constraints for Selection-Conditioned Risk Control in Selective Prediction and Routing Systems","created":"2025-12-01","cited_by_count":7,"area":null},{"id":"2502.12601","title":"COPU: Conformal Prediction for Uncertainty Quantification in Natural Language Generation","created":"2025-02-18","cited_by_count":6,"area":null},{"id":"2507.07236","title":"Simple Yet Effective: An Information-Theoretic Approach to Multi-LLM Uncertainty Quantification","created":"2025-07-09","cited_by_count":6,"area":null},{"id":"2509.00461","title":"TECP: Token-Entropy Conformal Prediction for LLMs","created":"2025-08-30","cited_by_count":6,"area":null},{"id":"2510.05566","title":"Domain-Shift-Aware Conformal Prediction for Large Language Models","created":"2025-10-07","cited_by_count":6,"area":null},{"id":"2510.11483","title":"Uncertainty Quantification for Retrieval-Augmented Reasoning","created":"2025-10-13","cited_by_count":6,"area":"lr"},{"id":"2509.12527","title":"Selective Risk Certification for LLM Outputs via Information-Lift Statistics: PAC-Bayes, Robustness, and Skeleton Design","created":"2025-09-16","cited_by_count":5,"area":null},{"id":"2510.17897","title":"Conformal Lesion Segmentation for 3D Medical Images","created":"2025-10-19","cited_by_count":5,"area":null},{"id":"2604.27914","title":"Geometry-Calibrated Conformal Abstention for Language Models","created":"2026-04-30","cited_by_count":5,"area":null},{"id":"2504.18346","title":"Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review","created":"2025-04-25","cited_by_count":4,"area":null},{"id":"2510.24505","title":"CritiCal: Can Critique Help LLM Uncertainty or Confidence Calibration?","created":"2025-10-28","cited_by_count":4,"area":null},{"id":"2605.20084","title":"BalanceRAG: Joint Risk Calibration for Cascaded Retrieval-Augmented Generation","created":"2026-05-19","cited_by_count":4,"area":"rag"},{"id":"2605.31228","title":"EchoRL: Reinforcement Learning via Rollout Echoing","created":"2026-05-29","cited_by_count":4,"area":"lr"},{"id":"2504.17671","title":"Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction","created":"2025-04-24","cited_by_count":3,"area":"mllm"},{"id":"2506.13593","title":"Calibrated Predictive Lower Bounds on Time-to-Unsafe-Sampling in LLMs","created":"2025-06-16","cited_by_count":3,"area":null},{"id":"2509.15403","title":"Quantifying Uncertainty in Natural Language Explanations of Large Language Models for Question Answering","created":"2025-09-18","cited_by_count":3,"area":null},{"id":"2605.03379","title":"Two Calls, Two Moments, and the Vote-Accuracy Curve of Repeated LLM Inference","created":"2026-05-05","cited_by_count":3,"area":"lr"},{"id":"2503.22712","title":"Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets","created":"2025-03-24","cited_by_count":2,"area":null},{"id":"2504.04482","title":"Statistical Management of the False Discovery Rate in Medical Instance Segmentation Based on Conformal Risk Control","created":"2025-04-06","cited_by_count":2,"area":null},{"id":"2504.17721","title":"Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees","created":"2025-04-24","cited_by_count":2,"area":null},{"id":"2506.04051","title":"High Accuracy, Less Talk (HALT): Reliable LLMs through Capability-Aligned Finetuning","created":"2025-06-04","cited_by_count":2,"area":null},{"id":"2506.19113","title":"Argument-Based Consistency in Toxicity Explanations of LLMs","created":"2025-06-23","cited_by_count":2,"area":null},{"id":"2508.05544","title":"Conformal Sets in Multiple-Choice Question Answering under Black-Box Settings with Provable Coverage Guarantees","created":"2025-08-07","cited_by_count":2,"area":null},{"id":"2511.00527","title":"A Hierarchical Imprecise Probability Approach to Reliability Assessment of Large Language Models","created":"2025-11-01","cited_by_count":2,"area":null},{"id":"2601.15690","title":"From Passive Metric to Active Signal: The Evolving Role of Uncertainty Quantification in Large Language Models","created":"2026-01-22","cited_by_count":2,"area":null},{"id":"2602.21368","title":"Black-Box Reliability Certification for AI Agents via Self-Consistency Sampling and Conformal Calibration","created":"2026-02-24","cited_by_count":2,"area":"lr"},{"id":"2604.20098","title":"Differentiable Conformal Training for LLM Reasoning Factuality","created":"2026-04-22","cited_by_count":2,"area":"lr"},{"id":"2604.23333","title":"Process Supervision of Confidence Margin for Calibrated LLM Reasoning","created":"2026-04-25","cited_by_count":2,"area":"lr"},{"id":"2605.30085","title":"Conformal Certification of Reasoning Trace Prefixes","created":"2026-05-28","cited_by_count":2,"area":"lr"},{"id":"2606.00622","title":"MM-Snowball: Evaluating and Mitigating Hallucination Snowballing in Multimodal Multi-Turn Dialogue","created":"2026-05-30","cited_by_count":2,"area":"mllm"},{"id":"2606.08969","title":"CARE: A Conformal Safety Layer for Medical Summarization","created":"2026-06-08","cited_by_count":2,"area":null},{"id":"2608.17994","title":"Judge, Retrieve, or Abstain: Uncertainty-Guarded LLM Judging with Provable Risk Guarantees","created":"2026-08-18","cited_by_count":2,"area":null},{"id":"2503.05505","title":"Correctness Coverage Evaluation for Medical Multiple-Choice Question Answering Based on the Enhanced Conformal Prediction Framework","created":"2025-03-07","cited_by_count":1,"area":null},{"id":"2505.01810","title":"Conformal Prediction for Indoor Positioning with Correctness Coverage Guarantees","created":"2025-05-03","cited_by_count":1,"area":null},{"id":"2505.15443","title":"ALIEN: Aligned Entropy Head for Improving Uncertainty Estimation of LLMs","created":"2025-05-21","cited_by_count":1,"area":null},{"id":"2601.05219","title":"CAOS: Conformal Aggregation of One-Shot Predictors","created":"2026-01-08","cited_by_count":1,"area":null},{"id":"2603.20161","title":"Semantic Token Clustering for Efficient Uncertainty Quantification in Large Language Models","created":"2026-03-20","cited_by_count":1,"area":null},{"id":"2604.16217","title":"Beyond Surface Statistics: Robust Conformal Prediction for LLMs via Internal Representations","created":"2026-04-17","cited_by_count":1,"area":"lr"},{"id":"2605.05592","title":"When Can Voting Help, Hurt, or Change Course? Exact Structure of Binary Test-Time Aggregation","created":"2026-05-07","cited_by_count":1,"area":null},{"id":"2607.04430","title":"Uncertainty-Aware Abstention in Large Language Models with Provable Alignment Guarantees","created":"2026-07-05","cited_by_count":1,"area":null},{"id":"2608.01460","title":"Conformalized Large Language Models under Configuration Shift","created":"2026-08-02","cited_by_count":1,"area":null},{"id":"2608.05439","title":"SCP-NL2TL: Selective Conformal Prediction with Semantic Verification for Natural Language to Temporal Logic Specifications","created":"2026-08-05","cited_by_count":1,"area":null},{"id":"2508.01208","title":"Calibrated Prediction Set in Fault Detection with Risk Guarantees via Significance Tests","created":"2025-08-02","cited_by_count":0,"area":null},{"id":"2508.06885","title":"Conformal Prediction and Trustworthy AI","created":"2025-08-09","cited_by_count":0,"area":null},{"id":"2508.10022","title":"Conformal P-Value in Multiple-Choice Question Answering Tasks with Provable Risk Control","created":"2025-08-07","cited_by_count":0,"area":null},{"id":"2511.19952","title":"Hierarchical Spatio-Temporal Attention Network with Adaptive Risk-Aware Decision for Forward Collision Warning in Complex Scenarios","created":"2025-11-25","cited_by_count":0,"area":null},{"id":"2512.06387","title":"Beyond Model Jailbreak: Systematic Dissection of the \"Ten DeadlySins\" in Embodied Intelligence","created":"2025-12-06","cited_by_count":0,"area":"safety"},{"id":"2607.10539","title":"AI YOU Town: Make Friends and Money with Your Digital Twin","created":"2026-07-12","cited_by_count":0,"area":null},{"id":"2608.07913","title":"Private Anytime Selective-Risk Certification for Federated Retrieval-Augmented Generation: Guarantees and Empirical Limits","created":"2026-08-08","cited_by_count":0,"area":"rag"},{"id":"2608.12008","title":"Asymptotic Risk Calibration for Selective Question Answering","created":"2026-08-12","cited_by_count":0,"area":null},{"id":"2609.05928","title":"Solving versus Verifying: Catching Contradictions in Tax Reasoning Systems","created":"2026-09-05","cited_by_count":0,"area":"lr"},{"id":"2609.36689","title":"CHAIN: Calibrated LLM Forecasting via Causal-Temporal Hypergraph Inference","created":"2026-09-29","cited_by_count":0,"area":null},{"id":"2610.04239","title":"Conformal Prediction with Paraphrase-Aware Scoring for LLM Uncertainty Quantification","created":"2026-10-03","cited_by_count":0,"area":null},{"id":"2610.14365","title":"ConformalGuard: False-Positive-Controlled Action Gating for LM Classifiers","created":"2026-10-09","cited_by_count":0,"area":null}],"next_cursor":null}