Market Regime Council assigns Shapley-based credits across multi-agent LLM coalitions with regime-aware weighting, achieving a 1.51 Sharpe ratio and 440.1% cumulative return over 1,037 trading days.
Video diffusion transformers encode physical plausibility linearly in latent states around 81% accuracy despite lacking predictive training, emerging inside the denoiser rather than the VAE.
WildBox provides aerial monocular 3D wildlife annotations and benchmarks showing zero-shot 3D detection collapses to zero, with fine-tuning reaching 13.17 AP3D and depth as the dominant failure mode.
StakeBench evaluates LLMs via market-commitment signals from 560,876 trader comments, finding partial position-side recovery but structural failures in action anticipation and odds projection, with scale and finance tuning offering no benefit.
Guidance decomposes into divergence and score-parallel terms via the continuity equation; AdaMaG bounds both to improve flow-based generation realism and reduce hallucinations without added cost.