Multimodal Learning

Beyond Human Perception: Understanding Multi-Object World from Monocular View CVPR 2025 Beyond Logit Lens: Contextual Embeddings for Robust Hallucination Detection & Grounding in VLMs NAACL 2025 Beyond Matryoshka: Revisiting Sparse Coding for Adaptive Representation ICML 2025 Beyond Perception: Evaluating Abstract Visual Reasoning through Multi-Stage Task ACL 2025 Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge CVPR 2025 Beyond Simple Edits: Composed Video Retrieval with Dense Modifications ICCV 2025 Beyond Single Frames: Can LMMs Comprehend Implicit Narratives in Comic Strip? EMNLP 2025 Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization CVPR 2025 Beyond Spurious Signals: Debiasing Multimodal Large Language Models via Counterfactual Inference and Adaptive Expert Routing EMNLP 2025 Beyond Statistical Analysis: Multimodal Framework for Time Series Forecasting with LLM-Driven Temporal Pattern IJCAI 2025 Beyond Text: Fine-Grained Multi-Modal Fact Verification with Hypergraph Transformers AAAI 2025 Beyond Text: Unveiling Privacy Vulnerabilities in Multi-modal Retrieval-Augmented Generation EMNLP 2025 Beyond Text-Visual Attention: Exploiting Visual Cues for Effective Token Pruning in VLMs ICCV 2025 Beyond the Textual: Generating Coherent Visual Options for MCQs EMNLP 2025 Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding ICCV 2025 Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims ACL 2025 Beyond Verbal Cues: Emotional Contagion Graph Network for Causal Emotion Entailment ACL 2025 Beyond Visual Understanding Introducing PARROT-360V for Vision Language Model Benchmarking COLING 2025 Beyond Words: Augmenting Discriminative Richness via Diffusions in Unsupervised Prompt Learning CVPR 2025 Beyond Words: Exploring Cultural Value Sensitivity in Multimodal Models NAACL 2025 Beyond Words: Multilingual and Multimodal Red Teaming of MLLMs ACL 2025 Bias Beware: The Impact of Cognitive Biases on LLM-Driven Product Recommendations EMNLP 2025 Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes ACL 2025 BiCap: Bangla Image Captioning Using Attention-based Encoder-Decoder Architecture AACL 2025 Bi-DiffCD: Bidirectional Diffusion Guided Collaborative Change Detection for Arbitrary-Modal Remote Sensing Images IJCAI 2025