# Latent Source: [Latent]() Collection index: [llms.txt]() A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. ## Benchmarks Page 1 of 2. This is an index page, not the full collection. - [Next index page](): Follow this link to discover more pages. - [Image Generation on Imagenet-256 latent space](): Image Generation; Imagenet-256 latent space. - [Image Generation on LSUN-Bedroom 256 latent space](): Image Generation; LSUN-Bedroom 256 latent space. - [Image Classification on MNIST VAE m=32 latent space (test)](): Image Classification; MNIST VAE m=32 latent space (test). - [Image Generation on LSUN Bedroom (latent, test)](): Image Generation; LSUN Bedroom latent (test). - [Image Generation on FFHQ 512x512 latent (test)](): Image Generation; FFHQ 512x512 latent (test). - [Image Watermarking on RAR Latent Decoder](): Image Watermarking; RAR Latent Decoder. - [Image Generation on LSUN 256x256 latent-space](): Image Generation; LSUN 256x256 latent-space. - [Causal Discovery on Synthetic 20 variables, 5 latent](): Causal Discovery; Synthetic 20 variables, 5 latent. - [Hate speech classification on Latent Hate (test)](): Hate speech classification; Latent Hate (test). - [Image Generation on CELEBA latent dimension 64 (test)](): Image Generation; CELEBA latent dimension 64 (test). - [Image Generation on CIFAR-10 (32x32, latent dim 32, test)](): Image Generation; CIFAR 10 latent dimension 32 (test). - [Image Generation on SVHN latent dimension 16 (test)](): Image Generation; SVHN latent dimension 16 (test). - [Image Generation on MNIST latent dimension 16 (test)](): Image Generation; MNIST latent dimension 16 (test). - [Feature Visualization on Gemma Scope Gemma 2 2B 16k-wide residual stream 486-latents SAE (train/test)](): Feature Visualization; Gemma Scope Gemma 2 2B 16k-wide residual stream 486-latents SAE (train/test). - [Neural Latents Benchmark evaluation on MC\_Maze NLB (test)](): Neural Latents Benchmark evaluation; MC\_Maze Neural Latents Benchmark (NLB) (test). - [Reasoning-Aware Threat Detection on Reasoning-Aware Security Evaluation Latent Triggers](): Reasoning-Aware Threat Detection; Reasoning-Aware Security Evaluation Latent Triggers. - [Latent State Recovery on Simulated Latent State Recovery Dataset (test)](): Latent state recovery; Simulated latent state recovery dataset (test). - [Fingerprint Matching on THU Latent10K](): Fingerprint Matching; THU Latent10K. - [Generation scoring on Gemma Scope SAE latents](): Generation scoring; Gemma Scope SAE latents. - [Causal Discovery on Linear non-Gaussian latent chain n = 500](): Causal Discovery; Linear non-Gaussian latent chain n = 500. - [Causal Structure Discovery on Latent-confounded chains size sweep](): Causal Structure Discovery; Latent-confounded chains size sweep. - [Representation-level Safety Evaluation on LLM Latent Safety Evaluation layer-wise v1](): Representation-level Safety Evaluation; LLM Latent Safety Evaluation layer-wise v1. - [Causal Discovery on Tigramite S6 Latent Variables](): Causal Discovery; Tigramite S6 Latent Variables. - [Latent Watermark Distillation on DCAE latent decoder (val)](): Latent Watermark Distillation; DCAE latent decoder (val). - [Unconstrained ACAA1 Docking Score Minimization on ZINC250k Latent Space](): Unconstrained ACAA1 Docking Score Minimization; ZINC250k Latent Space. - [Unconstrained ESR1 Docking Score Minimization on ZINC250k Latent Space](): Unconstrained ESR1 Docking Score Minimization; ZINC250k Latent Space. - [Unconstrained QED Maximization on ZINC250k Latent Space](): Unconstrained QED Maximization; ZINC250k Latent Space. - [Unconstrained plogP Maximization on ZINC250k Latent Space](): Unconstrained plogP Maximization; ZINC250k Latent Space. - [Quality-diversity (QD) optimization on Latent Space Illumination Hard](): Quality-diversity (QD) optimization; Latent Space Illumination Hard. - [Hate Speech Detection on Latent (Out-of-Distribution)](): Hate Speech Detection; Latent (Out-of-Distribution). - [Diffusion Unlearning on Latent Diffusion Model t=500](): Diffusion Unlearning; Latent Diffusion Model t=500. - [Diffusion Unlearning on Latent Diffusion Model t=250](): Diffusion Unlearning; Latent Diffusion Model t=250. - [Image Generation on CelebA LDM 64x64x3 latent space (test)](): Image Generation; CelebA LDM 64x64x3 latent space (test). - [Visual Control on DeepMind Control Suite Imagined Rewards Latent Imagination (train)](): Visual Control; DeepMind Control Suite Imagined Rewards Latent Imagination (train). - [Faithfulness Detection on LatentAudit Mistral-7B (evaluation)](): Faithfulness Detection; LatentAudit Mistral-7B (evaluation). - [Faithfulness Detection on LatentAudit Qwen-2.5-7B (evaluation)](): Faithfulness Detection; LatentAudit Qwen-2.5-7B (evaluation). - [Faithfulness Detection on LatentAudit Llama-3-8B (evaluation set)](): Faithfulness Detection; LatentAudit Llama-3-8B (evaluation set). - [Causal Discovery on Synthetic Causal Graphs p=0.5, without latent confounders](): Causal Discovery; Synthetic Causal Graphs p=0.5, without latent confounders. - [Causal Discovery on Synthetic Causal Graphs p=0.25, without latent confounders](): Causal Discovery; Synthetic Causal Graphs p=0.25, without latent confounders. - [Causal Discovery on Synthetic Causal Graphs p=0.1 without latent confounders](): Causal Discovery; Synthetic Causal Graphs p=0.1 without latent confounders. - [Three-way hate classification on LatentHatred](): Three-way hate classification; LatentHatred. - [Two-way hate classification on LatentHatred](): Two-way hate classification; LatentHatred. - [Unordered structured selection on CIFAR-100 (latent-cluster subset selection)](): Unordered structured selection; CIFAR-100 representative subset-selection benchmark (latent-cluster level). - [Metric Robustness Evaluation on Latent space embeddings full-rank batch r=2048](): Metric Robustness Evaluation; Latent space embeddings full-rank batch r=2048. - [Watermark Resistance on Stable Diffusion Latent Forgery Attack (LFA) V2](): Watermark Resistance against Generative Forgery Attacks; Stable Diffusion Latent Forgery Attack (LFA) V2. - [Half Inpainting on FFHQ LDM Latent (test)](): Half Inpainting; FFHQ LDM Latent (test). - [Box Inpainting on FFHQ LDM Latent (test)](): Box Inpainting; FFHQ LDM Latent (test). - [Super Resolution (x16) on FFHQ LDM Latent (test)](): Super Resolution (x16); FFHQ LDM Latent (test). - [4x Super Resolution on FFHQ LDM Latent (test)](): Super Resolution (x4); FFHQ LDM Latent (test). - [Motion Deblurring on FFHQ LDM Latent (test)](): Motion Deblurring; FFHQ LDM Latent (test). - [Gaussian Deblurring on FFHQ LDM Latent (test)](): Gaussian Deblurring; FFHQ LDM Latent (test). - [SAE label evaluation on Goodfire SAE latents (held-out)](): SAE label evaluation; Goodfire SAE latents (held-out). - [Network Estimation on Latent Distance Model Source: R10 Latent(2.5); Target: R10 Latent(1.0)](): Network Estimation; Latent Distance Model Source: R10 Latent(2.5); Target: R10 Latent(1.0). - [Visible Directed-Edge Recovery on Linear Non-Gaussian Latent Chain](): Visible directed-edge recovery; Linear non-Gaussian latent chain with endpoint-confounded hidden common cause. - [DAG Structure Learning on endpoint-confounded latent-chain scale-up](): DAG Structure Learning; endpoint-confounded latent-chain scale-up. - [Latent Fingerprint Generation on Latent Fingerprint Synthesis](): Latent Fingerprint Generation; Latent Fingerprint Synthesis. - [High Dynamic Range Reconstruction on FFHQ LDM Latent (test)](): High Dynamic Range Reconstruction; FFHQ LDM Latent (test). - [Phase Retrieval on FFHQ LDM Latent (test)](): Phase Retrieval; FFHQ LDM Latent (test). - [JPEG Artifact Removal (QF=2) on FFHQ LDM Latent (test)](): JPEG Artifact Removal (QF=2); FFHQ LDM Latent (test). - [Image Generation on Glow Latent Space original (test)](): Image Generation; Glow Latent Space original (test). - [Best-of-N Selection on Noisy-Concept-Captions Denoised Latent, iterations 21-30](): Best-of-N Selection; Noisy-Concept-Captions Denoised Latent, iterations 21-30. - [Factual Consistency on Noisy-Concept-Captions Denoised Latent, iterations 21-30](): Factual Consistency; Noisy-Concept-Captions Denoised Latent, iterations 21-30. - [Multi-robot task allocation on LatentSwarm n=240, rho=0.25, clean observation (anytime)](): Multi-robot task allocation; LatentSwarm n=240, rho=0.25, clean observation (anytime). - [Local causal structure learning on ER(50, 3) graphs with 5 latent variables (Sample Size 4000)](): Local causal structure learning; ER(50, 3) graphs with 5 latent variables (Sample Size 4000). - [Local Causal Structure Learning on ER(50, 3) graphs (Sample Size 3000)](): Local causal structure learning; ER(50, 3) graphs with 5 latent variables (Sample Size 3000). - [Local Causal Structure Learning on ER(50, 3) graphs with 5 latent variables (Sample Size 2000)](): Local causal structure learning; ER(50, 3) graphs with 5 latent variables (Sample Size 2000). - [Causal Discovery on Simulation 4 C-DAGs with latent variables only within clusters](): Causal Discovery; Simulation 4 C-DAGs with latent variables only within clusters. - [Image Generation on ImageNet LDM 256x256 latent to 64x64x3 (test)](): Image Generation; ImageNet LDM 256x256 latent to 64x64x3 (test). - [Old-to-Young translation on FFHQ ALAE Latent Space 2K paired samples 1024x1024 (test)](): Old-to-Young translation; FFHQ ALAE Latent Space 2K paired samples 1024x1024 (test). - [Spatial Reasoning on Latent Diffusion Models reasoning evaluation set](): Spatial; Latent Diffusion Models reasoning evaluation set. - [Shape Reasoning on Latent Diffusion Models reasoning evaluation set](): Shape; Latent Diffusion Models reasoning evaluation set. - [Count on Latent Diffusion Models reasoning evaluation set](): Count; Latent Diffusion Models reasoning evaluation set. - [Color evaluation on Latent Diffusion Models reasoning evaluation set](): Color; Latent Diffusion Models reasoning evaluation set. - [Attribute Binding on Latent Diffusion Models reasoning evaluation set](): Attribute binding; Latent Diffusion Models reasoning evaluation set. - [Zero-shot Transition Prediction on 3D Point Clouds Latent + Translation SE(3) synth](): Zero-shot Transition Prediction; 3D Point Clouds Latent + Translation SE(3) synth. - [Zero-shot Transition Prediction on 3D Point Clouds Latent SO(3), synth](): Zero-shot Transition Prediction; 3D Point Clouds Latent SO(3), synth. - [Latent Causal Mechanism Inference on BLOOM LLM latent mechanism](): Latent Causal Mechanism Inference; BLOOM LLM latent mechanism. - [Latent Causal Mechanism Inference on GPT-Neo LLM latent mechanism](): Latent Causal Mechanism Inference; GPT-Neo LLM latent mechanism. - [Latent Causal Mechanism Inference on Phi-3-Mini LLM latent mechanism](): Latent Causal Mechanism Inference; Phi-3-Mini LLM latent mechanism. - [Latent Causal Mechanism Inference on TinyLlama LLM latent mechanism](): Latent Causal Mechanism Inference; TinyLlama LLM latent mechanism.