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Decoding as Optimisation on the Probability Simplex: From Top-K to Top-P (Nucleus) to Best-of-K Samplers

Paper • 2602.18292 • Published 19 days ago • 10

Running on Zero

MCP

1.21k

Wan2.2 14B Preview

🐌

1.21k

generate a video from an image with a text prompt

benschill/brain-tumor-collection

Viewer • Updated Jul 4, 2022 • 3.26k • 46 • 5
PranomVignesh/MRI-Images-of-Brain-Tumor

Viewer • Updated Jul 19, 2023 • 5.37k • 121 • 16
gymprathap/Brain-Tumor-Segmentation

Viewer • Updated Feb 27, 2024 • 7.86k • 9 • 2
Hemg/Brain-Tumor-MRI-Dataset

Viewer • Updated Mar 6, 2024 • 7.02k • 47 • 6

Running on Zero

Featured

1.89k

Qwen Image Multiple Angles 3D Camera

🎥

1.89k

Change the camera angle of a photo with AI

Voice Transcription

pyannote/speaker-diarization-3.1

Automatic Speech Recognition • Updated May 10, 2024 • 13M • 1.63k
pyannote/segmentation-3.0

Voice Activity Detection • Updated May 10, 2024 • 14.7M • 838

prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA

Text-to-Image • Updated Nov 7, 2024 • 27 • 11
calcuis/sd3.5-large-controlnet

Text-to-Image • 8B • Updated Nov 28, 2024 • 615 • 7

Interesting models to try

nvidia/personaplex-7b-v1

Audio-to-Audio • Updated 9 days ago • 479k • 2.26k
zeroentropy/zerank-2

Text Ranking • 4B • Updated 3 days ago • 9.41k • 53
Qwen/Qwen3.5-397B-A17B

Image-Text-to-Text • 403B • Updated 16 days ago • 1.59M • • 1.3k
ibm-granite/granite-docling-258M

Image-Text-to-Text • Updated Sep 23, 2025 • 124k • 1.13k

jp1924/Laion400m-1

Viewer • Updated Aug 30, 2024 • 69.9M • 867 • 4
jp1924/Laion400m-2

Viewer • Updated Sep 20, 2024 • 68.8M • 70
jp1924/Laion400m-3

Viewer • Updated Oct 6, 2024 • 70M • 50
ooutlierr/cc12m-recaptioned

Viewer • Updated Mar 17, 2025 • 11M • 2.86k • 8

pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT

cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_1_of_10_it31

1B • Updated 16 days ago • 18
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_2_of_10_it53

1B • Updated 16 days ago • 19
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_3_of_10_it91

1B • Updated 16 days ago • 16
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_4_of_10_it156

1B • Updated 16 days ago • 15

pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT

cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_1_of_10_it31

1B • Updated 16 days ago • 14
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_2_of_10_it53

1B • Updated 16 days ago • 14
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_3_of_10_it91

1B • Updated 16 days ago • 17
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_4_of_10_it156

1B • Updated 16 days ago • 17

Decoding as Optimisation on the Probability Simplex: From Top-K to Top-P (Nucleus) to Best-of-K Samplers

Paper • 2602.18292 • Published 19 days ago • 10

prithivMLmods/SD3.5-Turbo-Realism-2.0-LoRA

Text-to-Image • Updated Nov 7, 2024 • 27 • 11
calcuis/sd3.5-large-controlnet

Text-to-Image • 8B • Updated Nov 28, 2024 • 615 • 7

Running on Zero

MCP

1.21k

Wan2.2 14B Preview

🐌

1.21k

generate a video from an image with a text prompt

Interesting models to try

nvidia/personaplex-7b-v1

Audio-to-Audio • Updated 9 days ago • 479k • 2.26k
zeroentropy/zerank-2

Text Ranking • 4B • Updated 3 days ago • 9.41k • 53
Qwen/Qwen3.5-397B-A17B

Image-Text-to-Text • 403B • Updated 16 days ago • 1.59M • • 1.3k
ibm-granite/granite-docling-258M

Image-Text-to-Text • Updated Sep 23, 2025 • 124k • 1.13k

benschill/brain-tumor-collection

Viewer • Updated Jul 4, 2022 • 3.26k • 46 • 5
PranomVignesh/MRI-Images-of-Brain-Tumor

Viewer • Updated Jul 19, 2023 • 5.37k • 121 • 16
gymprathap/Brain-Tumor-Segmentation

Viewer • Updated Feb 27, 2024 • 7.86k • 9 • 2
Hemg/Brain-Tumor-MRI-Dataset

Viewer • Updated Mar 6, 2024 • 7.02k • 47 • 6

jp1924/Laion400m-1

Viewer • Updated Aug 30, 2024 • 69.9M • 867 • 4
jp1924/Laion400m-2

Viewer • Updated Sep 20, 2024 • 68.8M • 70
jp1924/Laion400m-3

Viewer • Updated Oct 6, 2024 • 70M • 50
ooutlierr/cc12m-recaptioned

Viewer • Updated Mar 17, 2025 • 11M • 2.86k • 8

Running on Zero

Featured

1.89k

Qwen Image Multiple Angles 3D Camera

🎥

1.89k

Change the camera angle of a photo with AI

pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT

cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_1_of_10_it31

1B • Updated 16 days ago • 18
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_2_of_10_it53

1B • Updated 16 days ago • 19
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_3_of_10_it91

1B • Updated 16 days ago • 16
cdomingoenrich/pdomi2mgsm100k_lr3e-7_ema095_ce0_pr1_wh1_cslLT_ckpt_4_of_10_it156

1B • Updated 16 days ago • 15

Voice Transcription

pyannote/speaker-diarization-3.1

Automatic Speech Recognition • Updated May 10, 2024 • 13M • 1.63k
pyannote/segmentation-3.0

Voice Activity Detection • Updated May 10, 2024 • 14.7M • 838

pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT

cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_1_of_10_it31

1B • Updated 16 days ago • 14
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_2_of_10_it53

1B • Updated 16 days ago • 14
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_3_of_10_it91

1B • Updated 16 days ago • 17
cdomingoenrich/pdomi2mgsm100k_lr3e-6_ema095_ce0_pr1_wh1_cslLT_ckpt_4_of_10_it156

1B • Updated 16 days ago • 17

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