Introduces an interactive episodic memory task with user feedback and a Feedback Alignment Module that improves retrieval accuracy on video benchmarks while remaining efficient.
Self-refine: It- erative refinement with self-feedback.Advances in Neural Information Processing Systems, 36:46534–46594
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DACO curates a 15,000-concept dictionary from 400K image-caption pairs and uses it to initialize an SAE that enables granular, concept-specific steering of MLLM activations, raising safety scores on MM-SafetyBench and JailBreakV while preserving general capabilities.
DocVAL transfers spatial reasoning via validated CoT distillation from large teachers to compact student VLMs, delivering up to 6-7 ANLS gains and strong mAP localization on document VQA benchmarks.
citing papers explorer
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Interactive Episodic Memory with User Feedback
Introduces an interactive episodic memory task with user feedback and a Feedback Alignment Module that improves retrieval accuracy on video benchmarks while remaining efficient.
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Dictionary-Aligned Concept Control for Safeguarding Multimodal LLMs
DACO curates a 15,000-concept dictionary from 400K image-caption pairs and uses it to initialize an SAE that enables granular, concept-specific steering of MLLM activations, raising safety scores on MM-SafetyBench and JailBreakV while preserving general capabilities.
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DocVAL: Validated Chain-of-Thought Distillation for Grounded Document VQA
DocVAL transfers spatial reasoning via validated CoT distillation from large teachers to compact student VLMs, delivering up to 6-7 ANLS gains and strong mAP localization on document VQA benchmarks.