| Hydra: An Agentic Reasoning Approach for Enhancing Adversarial Robustness and Mitigating Hallucinations in Vision-Language Models | Apr 19, 2025 | Adversarial AttackAdversarial Defense | —Unverified | 0 |
| Multi-Stage Retrieval for Operational Technology Cybersecurity Compliance Using Large Language Models: A Railway Casestudy | Apr 18, 2025 | HallucinationLogical Reasoning | —Unverified | 0 |
| Analyzing LLMs' Knowledge Boundary Cognition Across Languages Through the Lens of Internal Representations | Apr 18, 2025 | Hallucination | CodeCode Available | 1 |
| Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling | Apr 17, 2025 | Hallucination | CodeCode Available | 2 |
| Why and How LLMs Hallucinate: Connecting the Dots with Subsequence Associations | Apr 17, 2025 | DecoderHallucination | CodeCode Available | 0 |
| Low-hallucination Synthetic Captions for Large-Scale Vision-Language Model Pre-training | Apr 17, 2025 | Caption GenerationHallucination | —Unverified | 0 |
| Aspect-Based Summarization with Self-Aspect Retrieval Enhanced Generation | Apr 17, 2025 | HallucinationIn-Context Learning | —Unverified | 0 |
| VistaDPO: Video Hierarchical Spatial-Temporal Direct Preference Optimization for Large Video Models | Apr 17, 2025 | HallucinationVideo Understanding | CodeCode Available | 1 |
| QLLM: Do We Really Need a Mixing Network for Credit Assignment in Multi-Agent Reinforcement Learning? | Apr 17, 2025 | HallucinationMulti-agent Reinforcement Learning | —Unverified | 0 |
| Naming is framing: How cybersecurity's language problems are repeating in AI governance | Apr 16, 2025 | Hallucination | —Unverified | 0 |
| SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared Task on Hallucinations and Related Observable Overgeneration Mistakes | Apr 16, 2025 | Hallucination | CodeCode Available | 0 |
| Self-alignment of Large Video Language Models with Refined Regularized Preference Optimization | Apr 16, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| Efficient Contrastive Decoding with Probabilistic Hallucination Detection - Mitigating Hallucinations in Large Vision Language Models - | Apr 16, 2025 | Hallucination | —Unverified | 0 |
| Purposefully Induced Psychosis (PIP): Embracing Hallucination as Imagination in Large Language Models | Apr 16, 2025 | EthicsHallucination | —Unverified | 0 |
| From Misleading Queries to Accurate Answers: A Three-Stage Fine-Tuning Method for LLMs | Apr 15, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| Hallucination-Aware Generative Pretrained Transformer for Cooperative Aerial Mobility Control | Apr 15, 2025 | HallucinationReinforcement Learning (RL) | —Unverified | 0 |
| Hallucination Detection in LLMs via Topological Divergence on Attention Graphs | Apr 14, 2025 | HallucinationQuestion Answering | —Unverified | 0 |
| The Mirage of Performance Gains: Why Contrastive Decoding Fails to Address Multimodal Hallucination | Apr 14, 2025 | Hallucination | CodeCode Available | 1 |
| EmbodiedAgent: A Scalable Hierarchical Approach to Overcome Practical Challenge in Multi-Robot Control | Apr 14, 2025 | Hallucination | CodeCode Available | 1 |
| The Future of MLLM Prompting is Adaptive: A Comprehensive Experimental Evaluation of Prompt Engineering Methods for Robust Multimodal Performance | Apr 14, 2025 | Code GenerationHallucination | —Unverified | 0 |
| Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection | Apr 13, 2025 | Answer SelectionAutomated Theorem Proving | —Unverified | 0 |
| DiTSE: High-Fidelity Generative Speech Enhancement via Latent Diffusion Transformers | Apr 13, 2025 | HallucinationSpeech Enhancement | —Unverified | 0 |
| HalluShift: Measuring Distribution Shifts towards Hallucination Detection in LLMs | Apr 13, 2025 | HallucinationMisinformation | CodeCode Available | 0 |
| SynthTRIPs: A Knowledge-Grounded Framework for Benchmark Query Generation for Personalized Tourism Recommenders | Apr 12, 2025 | HallucinationRecommendation Systems | —Unverified | 0 |
| The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation | Apr 11, 2025 | FairnessHallucination | CodeCode Available | 0 |
| Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction | Apr 11, 2025 | Cross-Lingual Natural Language InferenceGraph Attention | —Unverified | 0 |
| MedHal: An Evaluation Dataset for Medical Hallucination Detection | Apr 11, 2025 | HallucinationNatural Language Inference | —Unverified | 0 |
| Hallucination, reliability, and the role of generative AI in science | Apr 11, 2025 | HallucinationProtein Folding | —Unverified | 0 |
| How to Detect and Defeat Molecular Mirage: A Metric-Driven Benchmark for Hallucination in LLM-based Molecular Comprehension | Apr 10, 2025 | Computational EfficiencyDecoder | —Unverified | 0 |
| Generative AI in Collaborative Academic Report Writing: Advantages, Disadvantages, and Ethical Considerations | Apr 10, 2025 | HallucinationMisinformation | —Unverified | 0 |
| Learning Fine-grained Domain Generalization via Hyperbolic State Space Hallucination | Apr 10, 2025 | Domain GeneralizationHallucination | CodeCode Available | 0 |
| Robust Hallucination Detection in LLMs via Adaptive Token Selection | Apr 10, 2025 | Hallucination | —Unverified | 0 |
| OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens | Apr 9, 2025 | Fact CheckingHallucination | —Unverified | 0 |
| Endowing Embodied Agents with Spatial Reasoning Capabilities for Vision-and-Language Navigation | Apr 9, 2025 | HallucinationSpatial Reasoning | —Unverified | 0 |
| Perception in Reflection | Apr 9, 2025 | Hallucination | —Unverified | 0 |
| Graph-based Approaches and Functionalities in Retrieval-Augmented Generation: A Comprehensive Survey | Apr 8, 2025 | Graph LearningHallucination | —Unverified | 0 |
| Capturing AI's Attention: Physics of Repetition, Hallucination, Bias and Beyond | Apr 6, 2025 | Hallucination | —Unverified | 0 |
| TARAC: Mitigating Hallucination in LVLMs via Temporal Attention Real-time Accumulative Connection | Apr 5, 2025 | Hallucination | —Unverified | 0 |
| Efficient Dynamic Clustering-Based Document Compression for Retrieval-Augmented-Generation | Apr 4, 2025 | ClusteringHallucination | CodeCode Available | 1 |
| Bridging LMS and Generative AI: Dynamic Course Content Integration (DCCI) for Connecting LLMs to Course Content -- The Ask ME Assistant | Apr 4, 2025 | HallucinationPrompt Engineering | —Unverified | 0 |
| Practical Poisoning Attacks against Retrieval-Augmented Generation | Apr 4, 2025 | HallucinationRAG | —Unverified | 0 |
| Hallucination Detection on a Budget: Efficient Bayesian Estimation of Semantic Entropy | Apr 4, 2025 | Hallucination | —Unverified | 0 |
| Noise Augmented Fine Tuning for Mitigating Hallucinations in Large Language Models | Apr 4, 2025 | HallucinationLanguage Modeling | CodeCode Available | 0 |
| A Memory-Augmented LLM-Driven Method for Autonomous Merging of 3D Printing Work Orders | Apr 3, 2025 | HallucinationLanguage Modeling | —Unverified | 0 |
| GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments | Apr 1, 2025 | HallucinationText Generation | —Unverified | 0 |
| The Illusionist's Prompt: Exposing the Factual Vulnerabilities of Large Language Models with Linguistic Nuances | Apr 1, 2025 | Hallucination | —Unverified | 0 |
| A Unified Virtual Mixture-of-Experts Framework:Enhanced Inference and Hallucination Mitigation in Single-Model System | Apr 1, 2025 | Dialogue GenerationEnsemble Learning | —Unverified | 0 |
| Catch Me if You Search: When Contextual Web Search Results Affect the Detection of Hallucinations | Apr 1, 2025 | Hallucination | CodeCode Available | 0 |
| HOIGen-1M: A Large-scale Dataset for Human-Object Interaction Video Generation | Mar 31, 2025 | HallucinationHuman-Object Interaction Detection | —Unverified | 0 |
| Dynamic Parametric Retrieval Augmented Generation for Test-time Knowledge Enhancement | Mar 31, 2025 | HallucinationRAG | CodeCode Available | 2 |