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تحسين النماذج / البحث التلقائي عن البنى العصبية (NAS)
البحث تلقائياً عن أفضل البنى الشبكية العصبية (NAS) وضغط النماذج من خلال التقليم، والكمّنة، واستخلاص المعرفة.
لوحة الصدارة
100 نماذج بالمجموع
مقاييس الأداء
ImageNet
NAT-M4
CIFAR-100
DensE
ImageNet-1K
CIFAR-10
TAS-pruned ResNet-110
PIQA
BoolQ
Hella-Swag
ARC-e
ARC-c
MMLU
GSM-8K
Wino Grande
GQA
TextVQA
MM MU
RTE
CIFAR10
POPE
ScienceQA
Tiny-ImageNet
Vizwiz
MM B
OBQA
SST-2
Arc-Easy
OCR-Bench
VQA-v2
MNIST
AI2D
SQA
Arc-Challenge
MM-Bench
WSC
MMB-CN
SEED
COPA
SVHN
ChartQA
HumanEval
MATH
Open-BookQA
CSQA
WG
Euro SAT
MM-Star
RE-SISC45
MathQA
Doc-VQA
DTD
MM-Vet
SUN-397
MNLI
MRPC
ModelNet-40
HeSw
Race-h
ImageNet-100
ScienceQA-IMG
WIC
C.B.
MATH-500
QNLI
GOLD (T5-base)
SVAMP
VQAText
VTAB-1K
MME
SEED-Bench
Cars
Fashion-MNIST
HS
MBPP
CIFAR-10-DVS
HSwag
ImageNette
LongBench
ScanObjectNN
A-OKVQA
CMMLU
ImageWoof
SQA^I
BBH
CALTECH-101
CUB-200-2011
IMDB
Pets
STL-10
Flowers
Flowers-102
GTSRB
RULER
SIQA
six downstream tasks
WNLI
CIFAR-100 LT
M2S-GL
MMLU-Pro
QQP
RealWorldQA
RWQA
S2S-CN
S2S-EU
SciQ
ShapeNet-55
FGV-CAircraft
Hallusion Bench
Strategy-QA
ASDiv
CoLA
Common-senseQA
CoQA
Food-101
GLUE
Math-Vista
MAWPS
OK-VQA
OmniObject3D
Video-MME
BLINK
Celeb-DF
DVS-Gesture
F-mnist
FF++
GPQA-Diamond
ImageNet-16-120
Live-CodeBench
MMLU-STEM
MMMU-Pro
MR
MultiRC
Oxford-IIIT-Pets
SEED2+
SQA-IMG
WinoG
ARC
CL
DVS-CIFAR10
ImageNet - ResNet 50 - 90% sparsity
Feather
InfoVQA
NAS-Bench-201
OCR-VQA
SEED-IMG
Sen12Flood
TDIUC
BigMath level 4
BigMath level 5
C3
Camelyon
Clevr-Count
Clevr-Dist
DMLab
dSpr-Loc
dSpr-Ori
FMoW
HumanEval+
ImageNet-A
ImageNet-LT
ImageNet-V2
KITTI-Dist
LRA Image
MMB-EN
MQAR
NATS-Bench Topology, CIFAR-10
NATS-Bench Topology, CIFAR-100
NATS-Bench Topology, ImageNet16-120
Olympiad-Bench
Pubmed
ReCoRD
RefCOCO
Retinopathy
Sat
sNORB-Azim
SQuAD
SuperGPQA
TabMWP
TREC
TREC-6
Wino
Amazon Polarity
ARC-challenging
BLiMP
Cal. Wildfires
CHID
Citeseer
CMNLI
Cora
ImageNet-R
Kinetics-400
LAMBADA
SNLI
Aircraft
BIG-bench
Celeb-A
Chaoyang
CIFAR-10 WRN-28-10 - 200 Epochs
Adam (eps-adjusted)
CIFAR-100 WRN-28-10 - 200 Epochs
AvaGrad
FinanceQA
Flower-102
ImageNet-C
ImageNet-Sketch
LAMA
LeetCode
LexGLUE
MedM-CQA
Photo
R52
R8
Race-M
RefCOCO-g
RefCOCO+
sNORB-Ele
Stanford-Cars
TruthfulQA
unknown
VizWiz-VQA
XNLI
AIME-24
Ape-clean
CLIP benchmark
Flickr-30K
GPQA
IFEval
ImageNet-200
InfiniteBench
IS
LogiQA
Math23k
MMMU-Val
Office-Home
Oxford Flowers-102
RACE
SEEDB
VQAT
AIME-2024
Amazon Counterfactual
Amazon Reviews
Arxiv
AV-MNIST
Banking-77
Belebele
Birdsnap
CIFAR - 2 × 5
CIFAR-10 ResNet-18 - 200 Epochs
SGD - cosine LR schedule
CIFAR-100(C)
CIFAR-26-45
CIFAR-50-74
Comp
Cover Type
CS
Emotion
GSM8K-CoT
HELMET
ImageNet-Woof
Ionosphere
LongVideo Bench
Massive Intent
Massive Scenario
Med QA
MMB^dev
MMLU-Flan-Cot-Fewshot
MMMU^test
MSR-VTT
MSVD
MSVD-QA
MTOPDomain
MTOPIIntent
NAS-Bench-101
nids
PACS
Phys.
Songs
SS T
Tiny-ImageNet-LT
Tiny-Inet
Toxic Conversations
Tweet Sentiment Extraction
UCM
urls
Vision-Language Tasks
VisWiz
VLCS
Waterbirds-100
WNGD
ActivityNet-QA
AG-News
AGI Eval
AI2Diagram
AIME 2024-2025
AIME-25
ALFRED
AMC-23
ARC challenged
BB-sub
Biased MNIST
CIFAR-10-LT
CLEVR-C
COCO
SSD ResNet50 V1 FPN 640x640
COCO
Coin Flip
COMPAS
D&D
Ego-Schema
GPQA-D
Hallusion
HMDB-51
IEdit
ImageIDC
ImageNet-10
ImageNet-Real
IMDB-B
InfographicVQA
Iris
Junyi
Kuzushiji-MNIST
Lam.
LAMBADA-OpenAI
LCC
LongBench-e
MLVU
MM-AU
MMCoQA
MMMUv
MSRVT-QA
MultiPL-E
MUTAG
MV-Bench
NExT-QA
NLU
OI
PAWS-X
PMC-VQA
Proteins
PTADisc
PTC-MR
Repobench-P
SciQA-IMG
SEED-Bench (Image)
SEED-I
SLT-10
Something-Something (V2)
SQL
ST
STD
Story
T-VQA
TGIF
TN
top quark tagging
TransNAS-Bench-101
TransNAS-Bench-101-Micro
Trivia QA
ViGGO
WC-VQA
WebSRC
X-StoryCloze
XCOPA
Yelp
20News
3D voxel domain
ActivityNet
AFHQ
AIME-120
AMC
ANLI1
Bank Notes
Breast-Cancer
C.M.
CIFAR
CINIC
CK
CMExam
Coauthor-CS
Coauthor Phy
COCO-2017
Compressed Meta (2025)
Computer
Corrupted CIFAR-10
CQA
CSQA Tasks
Domain-Net
DriveLM
Drop
e-SNLI
ELEC2
EPIC-KITCHENS-100
ESC-50
FICO
FiQA_SA
GPQA-Diamond-MC
GSM8K-PLUS
HAM
HellaS
House-16H
HTRU2
IL
ImageNet-22k
ImageNet-Nette
ImageNet-S
iNat-19
LLaVA^W
LRA
LSUN-bedrooms
MIT-Indoor67
MME-RW
MMLongBench-Doc
ModelNet
Multi-Color MNIST
N-MNIST
NA Birds
Needle-in-a-Haystack
Objaverse
ObjectNet
OCRB
Ogbn-Arxiv
Ogbn-products
OmniBench
Oxford Flowers
Oxford-pets
Permuted MNIST
Pima Indians
Pima-Diabetes
PL
PM
Pneumonia MNIST
PoL
Polychromatic Meta (2025)
PRE
QASPER
Qualcomm 580 ISP
RULER-4K
S-MNIST
SciQA
SciTail
Seeds
Sentiment140
Sequential MNIST
ShapeNet
SingleEq
Spambase
SST-5
Stable Diffusion 3
Stanford-Dogs
Subj
Synthetic ISP
UCF-101
UniFood
Union
Visual HayStack
VQA^2
VSI-Bench
Yelp Review
20-Newsgroups
20NG
Academic Papers
adult
AIME
amazon-photos
AQUA-RAT
AudioMNIST
babyLM
Bank marketing
BBC
BBH-test
BERT
C-Eval
C10.1
C10.2
Cats-and-Dogs
CBT
CC3M
CESM
CIFAR-10(C)
CINIC-10
CityScapes
CNN
Copying memory
CREMA-D
DNACorpus
Dolly
DriveLMM-o1
Ego4D
EgoGesture
EgoPlan
Enwik9
Flux.1-dev
gauss
Gender Pronoun Resolution (GP)
GSM8K Chat
heart-disease
Hella
IllusionVQA
Image
ImageFruit
ImageMeow
ImageNet-B
ImageNet-D
ImageNet-E
ImageNet-Subset
ImageSquawk
ImageYellow
Imbalanced CIFAR-100
in-house dataset
Indirect Object Identification (IOI)
industry status monitoring dataset
Instruct HumanEval
IOI
KBQA
Law
LEDGAR
LJ Speech
LLaVA-B
Loan Defaulter
Long-Range Arena
LSUN-Churches
m-brick-kiln
m-eurosat
m-so2sat
MagnifierBench
Mathematicas
Medical
Mhealth
Mini Speech Commands
mLAMA
MMBench-CN
MMLU Chat
MMT-Bench
Movie Plots
MRCR
MSR-VTT-QA
Multi-Fashion
Multi-MNIST
multi-topic
MVoxCeleb
NATS-Bench Size, CIFAR-10
NATS-Bench Size, CIFAR-100
NATS-Bench Size, ImageNet16-120
News Articles
NTU RGB-D
NumGLUE
NUS
PAMAP2
PARAREL
PASCAL VOC 2012 trainaug
Path
PATH-X
Places365-Standard
psMNIST
Reuters3
Reuters5
Rice
RSI-CB256
RSVQA-HRBEN
S-NI
sCIFAR (grayscale)
ScreenSpot
SEED-Image
SeedBench (video)
Self-inst
Shakespeare
Silesia
SoccerNet-Caption
Song Lyrics
STL
STS-B
TCGA-BRCA
TestImages
TextCAPS
Tiny-ImageNet
Tiny-ImageNet-200
Tiny-ImageNet-C
Unist
Unseen Tasks
UR-FUNNY
UVG
V* Bench
VC100
VCR
VGGSound
Vicuna
Video
VQA 2.0
VT200
WG-M
WG-S
Wildfires
X-Sum
XLSum English
YouCook2
YouTubeFace