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Hallucination

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Showing 451–500 of 1816 papers

TitleStatusHype
DeepRetro: Retrosynthetic Pathway Discovery using Iterative LLM Reasoning—0
ReLoop: "Seeing Twice and Thinking Backwards" via Closed-loop Training to Mitigate Hallucinations in Multimodal understanding—0
The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems—0
GAF-Guard: An Agentic Framework for Risk Management and Governance in Large Language ModelsCode0
HalluSegBench: Counterfactual Visual Reasoning for Segmentation Hallucination Evaluation—0
Mitigating Hallucination of Large Vision-Language Models via Dynamic Logits CalibrationCode0
Seeing is Believing? Mitigating OCR Hallucinations in Multimodal Large Language Models—0
Feature Hallucination for Self-supervised Action Recognition—0
HEAL: An Empirical Study on Hallucinations in Embodied Agents Driven by Large Language Models—0
Robust Instant Policy: Leveraging Student's t-Regression Model for Robust In-context Imitation Learning of Robot Manipulation—0
ASCD: Attention-Steerable Contrastive Decoding for Reducing Hallucination in MLLM—0
Abstract Meaning Representation for Hospital Discharge SummarizationCode0
DREAM: On hallucinations in AI-generated content for nuclear medicine imaging—0
VL-GenRM: Enhancing Vision-Language Verification via Vision Experts and Iterative Training—0
Stress-Testing Multimodal Foundation Models for Crystallographic ReasoningCode0
HKD4VLM: A Progressive Hybrid Knowledge Distillation Framework for Robust Multimodal Hallucination and Factuality Detection in VLMs—0
A Regret Perspective on Online Selective Generation—0
Second Order State Hallucinations for Adversarial Attack Mitigation in Formation Control of Multi-Agent Systems—0
HalLoc: Token-level Localization of Hallucinations for Vision Language ModelsCode0
Generalization or Hallucination? Understanding Out-of-Context Reasoning in Transformers—0
Text-Aware Image Restoration with Diffusion Models—0
Attention Head Embeddings with Trainable Deep Kernels for Hallucination Detection in LLMs—0
Step-by-step Instructions and a Simple Tabular Output Format Improve the Dependency Parsing Accuracy of LLMsCode0
RHealthTwin: Towards Responsible and Multimodal Digital Twins for Personalized Well-being—0
SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive DecodingCode0
MEMOIR: Lifelong Model Editing with Minimal Overwrite and Informed Retention for LLMs—0
Conservative Bias in Large Language Models: Measuring Relation Predictions—0
Uncertainty-o: One Model-agnostic Framework for Unveiling Uncertainty in Large Multimodal Models—0
ARGUS: Hallucination and Omission Evaluation in Video-LLMs—0
Reducing Object Hallucination in Large Audio-Language Models via Audio-Aware Decoding—0
Hallucination at a Glance: Controlled Visual Edits and Fine-Grained Multimodal Learning—0
QuantMCP: Grounding Large Language Models in Verifiable Financial Reality—0
When Thinking LLMs Lie: Unveiling the Strategic Deception in Representations of Reasoning Models—0
CLATTER: Comprehensive Entailment Reasoning for Hallucination Detection—0
GOLFer: Smaller LM-Generated Documents Hallucination Filter & Combiner for Query Expansion in Information RetrievalCode0
Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems—0
On the Fundamental Impossibility of Hallucination Control in Large Language Models—0
CHIME: Conditional Hallucination and Integrated Multi-scale Enhancement for Time Series Diffusion Model—0
Machine Mirages: Defining the Undefined—0
Mitigating Manipulation and Enhancing Persuasion: A Reflective Multi-Agent Approach for Legal Argument Generation—0
Tomographic Foundation Model -- FORCE: Flow-Oriented Reconstruction Conditioning Engine—0
TRUST -- Transformer-Driven U-Net for Sparse Target Recovery—0
Measuring Faithfulness and Abstention: An Automated Pipeline for Evaluating LLM-Generated 3-ply Case-Based Legal Arguments—0
Generative AI and Organizational Structure in the Knowledge Economy—0
Improving Reliability and Explainability of Medical Question Answering through Atomic Fact Checking in Retrieval-Augmented LLMs—0
BIMA: Bijective Maximum Likelihood Learning Approach to Hallucination Prediction and Mitigation in Large Vision-Language Models—0
MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM—0
An AI-powered Knowledge Hub for Potato Functional Genomics—0
LLM Inference Enhanced by External Knowledge: A SurveyCode0
Reinforcement Learning for Better Verbalized Confidence in Long-Form Generation—0
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