{"total":25,"rows":[{"id":"2402.07417","title":"An Empirical Study Into What Matters for Calibrating Vision-Language Models","created":"2024-02-12","cited_by_count":20,"area":"mllm"},{"id":"2405.02954","title":"Source-Free Domain Adaptation Guided by Vision and Vision-Language Pre-Training","created":"2024-05-05","cited_by_count":15,"area":"mllm"},{"id":"2410.01534","title":"Toward a Holistic Evaluation of Robustness in CLIP Models","created":"2024-10-02","cited_by_count":13,"area":"mllm"},{"id":"2502.07847","title":"Confidence-calibrated covariate shift correction for few-shot classification in Vision-Language Models","created":"2025-02-11","cited_by_count":6,"area":"mllm"},{"id":"2504.03440","title":"Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models","created":"2025-04-04","cited_by_count":6,"area":"mllm"},{"id":"2604.17274","title":"Instinct vs. Reflection: Unifying Token and Verbalized Confidence in Multimodal Large Models","created":"2026-04-19","cited_by_count":4,"area":"mllm"},{"id":"2505.11804","title":"Are vision language models robust to uncertain inputs?","created":"2025-05-17","cited_by_count":3,"area":"mllm"},{"id":"2506.14808","title":"PARC: A Quantitative Framework Uncovering the Symmetries within Vision Language Models","created":"2025-06-03","cited_by_count":3,"area":"mllm"},{"id":"2509.15226","title":"Calibration-Aware Prompt Learning for Medical Vision-Language Models","created":"2025-09-18","cited_by_count":3,"area":"mllm"},{"id":"2601.00138","title":"Explicit Abstention Knobs for Predictable Reliability in Video Question Answering","created":"2025-12-31","cited_by_count":3,"area":"mllm"},{"id":"2604.08941","title":"Predictive Entropy as a Joint Screen for Error and Paraphrase Instability in Medical Vision-Language Models","created":"2026-04-10","cited_by_count":2,"area":"mllm"},{"id":"2608.27004","title":"MVC-Bench: Benchmarking Calibration of Medical Vision-Language Models","created":"2026-08-27","cited_by_count":2,"area":"mllm"},{"id":"2511.01694","title":"Bayesian Natural Gradient Fine-Tuning of CLIP Models via Kalman Filtering","created":"2025-11-03","cited_by_count":1,"area":"mllm"},{"id":"2511.07068","title":"ClusterMine: Robust Label-Free Visual Out-Of-Distribution Detection via Concept Mining from Text Corpora","created":"2025-11-10","cited_by_count":0,"area":"mllm"},{"id":"2512.04305","title":"How (Mis)calibrated is your Federated CLIP and what to do about it?","created":"2025-12-03","cited_by_count":0,"area":"mllm"},{"id":"2602.19024","title":"Towards Calibrating Prompt Tuning of Vision-Language Models","created":"2026-02-22","cited_by_count":0,"area":"mllm"},{"id":"2605.29956","title":"Uncertainty Quantification for Multimodal Retrieval Augmented Generation","created":"2026-05-28","cited_by_count":0,"area":"mllm"},{"id":"2606.15782","title":"Mitigating Visual Hallucinations in Multimodal Systems through Retrieval-Augmented Reliability-Aware Inference","created":"2026-06-14","cited_by_count":0,"area":"mllm"},{"id":"2607.22034","title":"Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation","created":"2026-07-24","cited_by_count":0,"area":"mllm"},{"id":"2607.24440","title":"Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation","created":"2026-07-27","cited_by_count":0,"area":"mllm"},{"id":"2607.28696","title":"Mitigating Class-Tail Undercoverage in Medical Vision-Language Models under Clinical Shift","created":"2026-07-30","cited_by_count":0,"area":"mllm"},{"id":"2608.07550","title":"Auditing Medical Vision-Language Models on Chest Radiographs: Estimating Reference Agreement Across Institutions","created":"2026-08-01","cited_by_count":0,"area":"mllm"},{"id":"2608.18116","title":"You Are What You Prompt: Prompt Quality, Domain Shift, and Uncertainty in Agrifood Vision-Language Models","created":"2026-07-01","cited_by_count":0,"area":"mllm"},{"id":"2608.29974","title":"SpanCalib-VLM: Calibrated Hallucination Span Detection in Vision-Language Models","created":"2026-08-30","cited_by_count":0,"area":"mllm"},{"id":"2609.17004","title":"Symmetry-Aware Likelihood-Orbit Aggregation for Selective Left-Right Claim Verification","created":"2026-09-15","cited_by_count":0,"area":"mllm"}],"next_cursor":null}