{"total":85,"rows":[{"id":"2206.01718","title":"A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge","created":"2022-06-03","cited_by_count":710,"area":null},{"id":"2109.05014","title":"An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA","created":"2021-09-10","cited_by_count":301,"area":null},{"id":"2302.11713","title":"Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?","created":"2023-02-23","cited_by_count":207,"area":null},{"id":"2401.03568","title":"Agent AI: Surveying the Horizons of Multimodal Interaction","created":"2024-01-07","cited_by_count":170,"area":"agents"},{"id":"2302.10035","title":"Large-scale Multi-Modal Pre-trained Models: A Comprehensive Survey","created":"2023-02-20","cited_by_count":153,"area":null},{"id":"2112.08614","title":"KAT: A Knowledge Augmented Transformer for Vision-and-Language","created":"2021-12-16","cited_by_count":126,"area":null},{"id":"2212.05221","title":"REVEAL: Retrieval-Augmented Visual-Language Pre-Training with Multi-Source Multimodal Knowledge Memory","created":"2022-12-10","cited_by_count":123,"area":"mllm"},{"id":"2212.05767","title":"A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal","created":"2022-12-12","cited_by_count":106,"area":null},{"id":"2111.10056","title":"Medical Visual Question Answering: A Survey","created":"2021-11-19","cited_by_count":93,"area":null},{"id":"2408.08632","title":"A Survey on Benchmarks of Multimodal Large Language Models","created":"2024-08-16","cited_by_count":82,"area":"mllm"},{"id":"2103.12248","title":"Multi-Modal Answer Validation for Knowledge-Based VQA","created":"2021-03-23","cited_by_count":79,"area":null},{"id":"2411.17558","title":"Natural Language Understanding and Inference with MLLM in Visual Question Answering: A Survey","created":"2024-11-26","cited_by_count":76,"area":"mllm"},{"id":"2202.05786","title":"Multi-Modal Knowledge Graph Construction and Application: A Survey","created":"2022-02-11","cited_by_count":74,"area":null},{"id":"2206.01201","title":"REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering","created":"2022-06-02","cited_by_count":59,"area":null},{"id":"2301.05226","title":"See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning","created":"2023-01-12","cited_by_count":51,"area":"lr"},{"id":"2109.04014","title":"Weakly-Supervised Visual-Retriever-Reader for Knowledge-based Question Answering","created":"2021-09-09","cited_by_count":50,"area":null},{"id":"2302.04752","title":"Benchmarks for Automated Commonsense Reasoning: A Survey","created":"2023-02-09","cited_by_count":40,"area":"lr"},{"id":"2202.04800","title":"The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning","created":"2022-02-10","cited_by_count":38,"area":"lr"},{"id":"2107.05348","title":"Zero-shot Visual Question Answering using Knowledge Graph","created":"2021-07-12","cited_by_count":37,"area":null},{"id":"2504.08748","title":"A Survey of Multimodal Retrieval-Augmented Generation","created":"2025-03-26","cited_by_count":37,"area":"rag"},{"id":"2203.09138","title":"MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering","created":"2022-03-17","cited_by_count":36,"area":null},{"id":"2508.17298","title":"Explain Before You Answer: A Survey on Compositional Visual Reasoning","created":"2025-08-24","cited_by_count":28,"area":"lr"},{"id":"2101.00154","title":"DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge","created":"2021-01-01","cited_by_count":26,"area":null},{"id":"2109.08029","title":"Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering","created":"2021-09-15","cited_by_count":25,"area":null},{"id":"2311.00308","title":"From Image to Language: A Critical Analysis of Visual Question Answering (VQA) Approaches, Challenges, and Opportunities","created":"2023-11-01","cited_by_count":25,"area":null},{"id":"2101.06013","title":"Reasoning over Vision and Language: Exploring the Benefits of Supplemental Knowledge","created":"2021-01-15","cited_by_count":24,"area":null},{"id":"2206.15030","title":"Modern Question Answering Datasets and Benchmarks: A Survey","created":"2022-06-30","cited_by_count":23,"area":null},{"id":"2311.07536","title":"A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering","created":"2023-11-13","cited_by_count":23,"area":null},{"id":"2301.09460","title":"HRVQA: A Visual Question Answering Benchmark for High-Resolution Aerial Images","created":"2023-01-23","cited_by_count":21,"area":null},{"id":"2104.08108","title":"Cross-Modal Retrieval Augmentation for Multi-Modal Classification","created":"2021-04-16","cited_by_count":20,"area":null},{"id":"2311.09050","title":"Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question Prompts","created":"2023-11-15","cited_by_count":20,"area":"lr"},{"id":"2204.10448","title":"Hypergraph Transformer: Weakly-supervised Multi-hop Reasoning for Knowledge-based Visual Question Answering","created":"2022-04-22","cited_by_count":15,"area":"lr"},{"id":"2212.13296","title":"VQA and Visual Reasoning: An Overview of Recent Datasets, Methods and Challenges","created":"2022-12-26","cited_by_count":14,"area":"lr"},{"id":"2310.13570","title":"A Simple Baseline for Knowledge-Based Visual Question Answering","created":"2023-10-20","cited_by_count":14,"area":null},{"id":"2405.14839","title":"A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis","created":"2024-05-23","cited_by_count":14,"area":null},{"id":"2201.05299","title":"A Thousand Words Are Worth More Than a Picture: Natural Language-Centric Outside-Knowledge Visual Question Answering","created":"2022-01-14","cited_by_count":13,"area":null},{"id":"2211.12328","title":"A survey on knowledge-enhanced multimodal learning","created":"2022-11-19","cited_by_count":11,"area":null},{"id":"2503.18923","title":"Video SimpleQA: Towards Factuality Evaluation in Large Video Language Models","created":"2025-03-24","cited_by_count":11,"area":null},{"id":"2507.13773","title":"Teaching Vision-Language Models to Ask: Resolving Ambiguity in Visual Questions","created":"2025-07-18","cited_by_count":11,"area":"mllm"},{"id":"2305.06407","title":"Combo of Thinking and Observing for Outside-Knowledge VQA","created":"2023-05-10","cited_by_count":9,"area":null},{"id":"2402.02503","title":"GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering","created":"2024-02-04","cited_by_count":9,"area":null},{"id":"2102.08747","title":"Learning Visual Models using a Knowledge Graph as a Trainer","created":"2021-02-17","cited_by_count":8,"area":null},{"id":"2411.11150","title":"A Comprehensive Survey on Visual Question Answering Datasets and Algorithms","created":"2024-11-17","cited_by_count":8,"area":null},{"id":"2110.13395","title":"Transferring Domain-Agnostic Knowledge in Video Question Answering","created":"2021-10-26","cited_by_count":7,"area":null},{"id":"2211.16504","title":"Improving Commonsense in Vision-Language Models via Knowledge Graph Riddles","created":"2022-11-29","cited_by_count":7,"area":"mllm"},{"id":"2303.02635","title":"VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media Reasoning","created":"2023-03-05","cited_by_count":7,"area":null},{"id":"2305.18373","title":"KAFA: Rethinking Image Ad Understanding with Knowledge-Augmented Feature Adaptation of Vision-Language Models","created":"2023-05-28","cited_by_count":7,"area":"lr"},{"id":"2109.11848","title":"How to find a good image-text embedding for remote sensing visual question answering?","created":"2021-09-24","cited_by_count":6,"area":null},{"id":"2303.09427","title":"Logical Implications for Visual Question Answering Consistency","created":"2023-03-16","cited_by_count":6,"area":"lr"},{"id":"2509.17191","title":"VaseVQA: Multimodal Agent and Benchmark for Ancient Greek Pottery","created":"2025-09-21","cited_by_count":6,"area":"agents"},{"id":"2401.06443","title":"BOK-VQA: Bilingual outside Knowledge-Based Visual Question Answering via Graph Representation Pretraining","created":"2024-01-12","cited_by_count":5,"area":null},{"id":"2202.04015","title":"NEWSKVQA: Knowledge-Aware News Video Question Answering","created":"2022-02-08","cited_by_count":4,"area":null},{"id":"2204.04680","title":"Reasoning with Multi-Structure Commonsense Knowledge in Visual Dialog","created":"2022-04-10","cited_by_count":4,"area":null},{"id":"2210.06040","title":"Question Answering Over Biological Knowledge Graph via Amazon Alexa","created":"2022-10-12","cited_by_count":4,"area":null},{"id":"2211.09469","title":"Visual Commonsense-aware Representation Network for Video Captioning","created":"2022-11-17","cited_by_count":4,"area":null},{"id":"2308.15851","title":"Prompting Vision Language Model with Knowledge from Large Language Model for Knowledge-Based VQA","created":"2023-08-30","cited_by_count":4,"area":"mllm"},{"id":"2310.08365","title":"From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer","created":"2023-10-12","cited_by_count":4,"area":null},{"id":"2412.01370","title":"Understanding Museum Exhibits using Vision-Language Reasoning","created":"2024-12-02","cited_by_count":4,"area":"lr"},{"id":"2110.00269","title":"A Survey of Knowledge Enhanced Pre-trained Models","created":"2021-10-01","cited_by_count":3,"area":null},{"id":"2208.03030","title":"ChiQA: A Large Scale Image-based Real-World Question Answering Dataset for Multi-Modal Understanding","created":"2022-08-05","cited_by_count":3,"area":null},{"id":"2208.10353","title":"Neuro-Symbolic Visual Dialog","created":"2022-08-22","cited_by_count":3,"area":null},{"id":"2302.04737","title":"A Biomedical Knowledge Graph for Biomarker Discovery in Cancer","created":"2023-02-09","cited_by_count":3,"area":null},{"id":"2401.10712","title":"Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World Knowledge","created":"2024-01-19","cited_by_count":3,"area":"lr"},{"id":"2402.13561","title":"Cognitive Visual-Language Mapper: Advancing Multimodal Comprehension with Enhanced Visual Knowledge Alignment","created":"2024-02-21","cited_by_count":3,"area":"mllm"},{"id":"2403.10037","title":"Knowledge Condensation and Reasoning for Knowledge-based VQA","created":"2024-03-15","cited_by_count":3,"area":"lr"},{"id":"2410.19144","title":"Visual Text Matters: Improving Text-KVQA with Visual Text Entity Knowledge-aware Large Multimodal Assistant","created":"2024-10-24","cited_by_count":3,"area":"mllm"},{"id":"2502.11718","title":"\"See the World, Discover Knowledge\": A Chinese Factuality Evaluation for Large Vision Language Models","created":"2025-02-17","cited_by_count":3,"area":"mllm"},{"id":"2303.02411","title":"The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges","created":"2023-03-04","cited_by_count":2,"area":null},{"id":"2312.12723","title":"Multi-Clue Reasoning with Memory Augmentation for Knowledge-based Visual Question Answering","created":"2023-12-20","cited_by_count":2,"area":null},{"id":"2408.00300","title":"Towards Flexible Evaluation for Generative Visual Question Answering","created":"2024-08-01","cited_by_count":2,"area":"mllm"},{"id":"2410.09776","title":"ECIS-VQG: Generation of Entity-centric Information-seeking Questions from Videos","created":"2024-10-13","cited_by_count":2,"area":null},{"id":"2410.13662","title":"ActionCOMET: A Zero-shot Approach to Learn Image-specific Commonsense Concepts about Actions","created":"2024-10-17","cited_by_count":2,"area":null},{"id":"2510.09266","title":"CFVBench: A Comprehensive Video Benchmark for Fine-grained Multimodal Retrieval-Augmented Generation","created":"2025-10-10","cited_by_count":2,"area":"mllm"},{"id":"2301.12032","title":"BinaryVQA: A Versatile Test Set to Evaluate the Out-of-Distribution Generalization of VQA Models","created":"2023-01-28","cited_by_count":1,"area":null},{"id":"2406.19054","title":"A look under the hood of the Interactive Deep Learning Enterprise (No-IDLE)","created":"2024-06-27","cited_by_count":1,"area":null},{"id":"2410.22648","title":"SimpsonsVQA: Enhancing Inquiry-Based Learning with a Tailored Dataset","created":"2024-10-30","cited_by_count":1,"area":null},{"id":"2507.22933","title":"Augmented Vision-Language Models: A Systematic Review","created":"2025-07-24","cited_by_count":1,"area":"mllm"},{"id":"2508.08816","title":"Efficient Agent: Optimizing Planning Capability for Multimodal Retrieval Augmented Generation","created":"2025-08-12","cited_by_count":1,"area":"mllm"},{"id":"2108.09717","title":"EKTVQA: Generalized use of External Knowledge to empower Scene Text in Text-VQA","created":"2021-08-22","cited_by_count":0,"area":null},{"id":"2501.12697","title":"Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering","created":"2025-01-22","cited_by_count":0,"area":null},{"id":"2506.09953","title":"Outside Knowledge Conversational Video (OKCV) Dataset -- Dialoguing over Videos","created":"2025-06-11","cited_by_count":0,"area":null},{"id":"2508.19724","title":"NLKI: A lightweight Natural Language Knowledge Integration Framework for Improving Small VLMs in Commonsense VQA Tasks","created":"2025-08-27","cited_by_count":0,"area":null},{"id":"2601.11885","title":"MyGram: Modality-aware Graph Transformer with Global Distribution for Multi-modal Entity Alignment","created":"2026-01-17","cited_by_count":0,"area":null},{"id":"2604.25122","title":"M$^3$-VQA: A Benchmark for Multimodal, Multi-Entity, Multi-Hop Visual Question Answering","created":"2026-04-28","cited_by_count":0,"area":"lr"},{"id":"2607.21155","title":"CRAG-MM-Diagnostics: Enabling Stage-Wise Analysis of Knowledge-Intensive VQA","created":"2026-07-23","cited_by_count":0,"area":"mllm"}],"next_cursor":null}