AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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Spectrum-Balanced Feature Matching, SpecMatch, a simple objective that adaptively emphasizes under-optimized spectral directions while preserving the relative importance of dominant directions is proposed, which improves downstream adaptation across diverse tasks, including image classification, anomaly detection, medi...
VidOmni-Bench is introduced, a benchmark that requires models to verify whether each event in dense video captions is supported by the video, and reveals three key findings: Video-LLMs frequently generate hallucinated descriptions in dense video captioning, and they also struggle as verifiers.
CLAP (Causal Language-Action Prediction), which prepends each numeric action sequence with a natural-language action description, causally conditioning precise action-token prediction on a language-action plan without modifying the backbone architecture, enabling controlled analysis of VLM-to-VLA capability transfer.
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