AI Music Similarity: Search by Melody, Rhythm, or Timbre

AI Music Similarity: Search by Melody, Rhythm, or Timbre

MERIT is a new AI framework that learns to separate melody, rhythm, and timbre components of music similarity. Unlike existing tools that treat a song as a single fingerprint, it lets you ask: do these two tracks share the same groove?

PARE: Run Wan2.1-14B Video Models at Half Compute

PARE: Run Wan2.1-14B Video Models at Half Compute

PARE achieves 52% parameter reduction on Wan2.1-14B with just 0.6 points drop on VBench, using spatial-temporal aware pruning and content-adaptive routing. Combined with step distillation, total speedup reaches 50x.

Control Diffusion Models Without Text Using DINO Reps

Control Diffusion Models Without Text Using DINO Reps

A new technique from Linköping University trains diffusion models on DINO self-supervised representations instead of text prompts. The model discovers semantic variation directions in image data without any labels.

Voice AI Security Flaw: AudioHijack Hits 13 Models

Voice AI Security Flaw: AudioHijack Hits 13 Models

Security researchers have found a way to hijack voice AI models using inaudible sounds embedded in ordinary audio clips. AudioHijack achieved 79 to 96 percent success rates across 13 large audio language models.

arXiv Bans Authors 1 Year for AI Hallucinated Citations

arXiv Bans Authors 1 Year for AI Hallucinated Citations

arXiv is now banning authors for one year after detecting AI-hallucinated citations in submitted papers. With fabricated references appearing in 1 in every 277 papers, here is what every creator using AI for research needs to know.

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