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标签: self-supervised
此标签下有18条笔记。
2026年7月16日
Mastering Atari Games with Limited Data (EfficientZero)
world-model
model-based-rl
muzero
mcts
sample-efficiency
self-supervised
atari-100k
simsiam
value-prefix
off-policy-correction
2026年7月16日
A-JEPA: Joint-Embedding Predictive Architecture Can Listen
jepa
audio
self-supervised
representation-learning
spectrogram
masking
curriculum-learning
vision-transformer
2026年7月16日
Understanding Physical Dynamics with Counterfactual World Modeling
world-model
self-supervised
masked-prediction
video-transformer
counterfactual-reasoning
physical-dynamics
vit
physion-benchmark
non-generative
2026年7月16日
Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture (I-JEPA)
jepa
self-supervised
world-model
vision-transformer
latent-prediction
non-generative
masking
representation-learning
2026年7月16日
MC-JEPA: A Joint-Embedding Predictive Architecture for Self-Supervised Learning of Motion and Content Features
jepa
self-supervised
world-model
optical-flow
multi-task-learning
vicreg
convnext
video
motion-features
2026年7月16日
Brain-JEPA: Brain Dynamics Foundation Model with Gradient Positioning and Spatiotemporal Masking
jepa
self-supervised
fmri
brain-foundation-model
neuroimaging
positional-encoding
medical-ai
spatiotemporal-masking
2026年7月16日
Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud
jepa
self-supervised
point-cloud
3d-vision
latent-prediction
non-generative
masking
representation-learning
transformer
2026年7月16日
S-JEPA: towards seamless cross-dataset transfer through dynamic spatial attention
jepa
eeg
self-supervised
bci
brain-computer-interface
spatial-masking
transfer-learning
signal-processing
2026年7月16日
Stem-JEPA: A Joint-Embedding Predictive Architecture for Musical Stem Compatibility Estimation
jepa
world-model
self-supervised
music
audio
representation-learning
stem-separation
non-generative
retrieval
ismir
2026年7月16日
T-JEPA: Augmentation-Free Self-Supervised Learning for Tabular Data
jepa
self-supervised
tabular-data
latent-prediction
non-contrastive
representation-learning
transformer
masking
regularization-token
2026年7月16日
Revisiting Feature Prediction for Learning Visual Representations from Video (V-JEPA)
jepa
world-model
self-supervised
video-representation
latent-prediction
non-generative
masking
vision-transformer
frozen-evaluation
lecun
样本
2026年7月16日
Intuitive physics understanding emerges from self-supervised pretraining on natural videos
jepa
world-model
intuitive-physics
violation-of-expectation
self-supervised
latent-prediction
video-representation
multimodal-llm-baseline
lecun
2026年7月16日
LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics
jepa
ssl
self-supervised
isotropic-gaussian
sigreg
epps-pulley
lecun
balestriero
collapse-free
2026年7月16日
V-JEPA 2: Self-Supervised Video Models Enable Understanding, Prediction and Planning
world-model
jepa
self-supervised
video
action-conditioned
zero-shot-planning
robot-manipulation
predictive-embedding
non-generative
2026年7月16日
World4Drive: End-to-End Autonomous Driving via Intention-aware Physical Latent World Model
world-model
autonomous-driving
end-to-end-planning
latent-world-model
self-supervised
vision-foundation-model
multi-modal-trajectory
nuscenes
navsim
iccv2025
2026年7月16日
JEPA 谱系:I-JEPA · V-JEPA · V-JEPA 2 · DINO-WM · 非生成预测式世界模型
jepa
world-model
self-supervised
latent-prediction
non-generative
i-jepa
v-jepa
dino-wm
deep-dive
2026年6月25日
AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining
audio
text-to-audio
text-to-music
text-to-speech
latent-diffusion
self-supervised
audiomae
gpt-2
unified
2026年6月25日
REPA: Representation Alignment for Generation — Training Diffusion Transformers Is Easier Than You Think
diffusion-transformer
representation-alignment
dinov2
sit
dit
self-supervised
training-efficiency
flow-matching
imagenet