{"total":16,"rows":[{"id":"2506.05453","title":"MLLM-CL: Continual Learning for Multimodal Large Language Models","created":"2025-06-05","cited_by_count":23,"area":"mllm"},{"id":"2510.10991","title":"A Survey on Agentic Multimodal Large Language Models","created":"2025-10-13","cited_by_count":23,"area":"mllm"},{"id":"2508.04227","title":"Continual Learning for VLMs: A Survey and Taxonomy Beyond Forgetting","created":"2025-08-06","cited_by_count":18,"area":"mllm"},{"id":"2511.15164","title":"Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance","created":"2025-11-19","cited_by_count":7,"area":"mllm"},{"id":"2602.22601","title":"$\\phi$-DPO: Fairness Direct Preference Optimization Approach to Continual Learning in Large Multimodal Models","created":"2026-02-26","cited_by_count":2,"area":"mllm"},{"id":"2603.27481","title":"On Token's Dilemma: Dynamic MoE with Drift-Aware Token Assignment for Continual Learning of Large Vision Language Models","created":"2026-03-29","cited_by_count":2,"area":"mllm"},{"id":"2605.10765","title":"Dynamic Cross-Modal Prompt Generation for Multimodal Continual Instruction Tuning","created":"2026-05-11","cited_by_count":2,"area":"mllm"},{"id":"2605.14938","title":"Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models","created":"2026-05-14","cited_by_count":1,"area":"mllm"},{"id":"2606.23063","title":"Attention-Spectrum Regularization for Replay-Free Continual Multimodal LLMs","created":"2026-06-22","cited_by_count":1,"area":"mllm"},{"id":"2607.02020","title":"Hidden Forgetting in Continual Multimodal Learning: When Accuracy Survives but Grounding Fails","created":"2026-07-02","cited_by_count":1,"area":"mllm"},{"id":"2607.02930","title":"CL-Anomaly: Layer-Adaptive Mixture-of-Experts with Multimodal Large Language Model for Continual Learning in Anomaly Detection","created":"2026-07-03","cited_by_count":1,"area":"mllm"},{"id":"2605.16353","title":"StrLoRA: Towards Streaming Continual Visual Instruction Tuning for MLLMs","created":"2026-05-08","cited_by_count":0,"area":"mllm"},{"id":"2605.19301","title":"iGSP:Implicit Gradient Subspace Projection for Efficient Continual Learning of Vision-Language Models","created":"2026-05-19","cited_by_count":0,"area":"mllm"},{"id":"2606.16256","title":"KeepLoRA++: Continual Learning with Layer-Scaled Residual Gradient Adaptation","created":"2026-06-15","cited_by_count":0,"area":"mllm"},{"id":"2607.20511","title":"SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction Tuning","created":"2026-07-05","cited_by_count":0,"area":"mllm"},{"id":"2609.37889","title":"ReCAP: Retrieval-Guided Capability Reuse for Multimodal Continual Instruction Tuning","created":"2026-09-29","cited_by_count":0,"area":"mllm"}],"next_cursor":null}