Alex Open Research Wiki

Tag: representation-learning

42 items with this tag.

Jul 18, 2026
Position: Deep Learning is Not So Mysterious or Different
Jul 17, 2026
Dynamic Curriculum Learning For JEPA
Jul 15, 2026
Temporal Straightening for Latent Planning
Jul 15, 2026
VISReg: Variance-Invariance-Sketching Regularization for JEPA training
Jul 15, 2026
Distribution Priors In Self-Supervised Learning
Jul 15, 2026
Joint Embedding Predictive Architecture
- jepa
- representation-learning
Jul 15, 2026
Self-Supervised Representation Learning
- self-supervised-learning
- representation-learning
Jul 13, 2026
OTF-LAM
Jul 13, 2026
Latent Actions from Factorized Transition Effects under Agent Ambiguity
Jul 13, 2026
Latent Action Models
Jul 12, 2026
Intermediate-Layer Representations
Jul 10, 2026
Time-Series Classification Foundation Models
Jul 03, 2026
LeNEPA: No-Augmentation Next-Latent Prediction for Time-Series Representation Learning
Jul 03, 2026
Next-Embedding Prediction
Jul 02, 2026
Aionoscope
Jul 02, 2026
Aionoscope Manifold Reconstruction Benchmark
Jul 02, 2026
Aionoscope: Debugging Latent-State Accessibility in Time-Series Representations
Jun 26, 2026
Revisiting the Platonic Representation Hypothesis: An Aristotelian View
Jun 26, 2026
Representational Similarity Calibration
Jun 14, 2026
Interpreting Atypical Conditions in Systems with Deep Conditional Autoencoders: The Case of Electrical Consumption
Jun 14, 2026
LEAP nets for power grid perturbations
Jun 14, 2026
LEAP Nets for System Identification and Application to Power Systems
May 25, 2026
Self-Teaching Autoencoder
May 24, 2026
Convergent Evolution: How Different Language Models Learn Similar Number Representations
May 24, 2026
Learning is Forgetting: LLM Training As Lossy Compression
May 18, 2026
CHARM
May 18, 2026
SimMTM
May 18, 2026
TS2Vec
May 18, 2026
Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions
May 18, 2026
A Cookbook of Self-Supervised Learning
May 18, 2026
Guillotine Regularization
May 18, 2026
The Hidden Uniform Cluster Prior in Self-Supervised Learning
May 18, 2026
ICLR 2026 Time-Series Classification Meta-Analysis
May 18, 2026
Joint Embedding Predictive Architectures Focus on Slow Features
May 18, 2026
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining
May 18, 2026
Perception Encoder
May 18, 2026
Pretrained Transformers as Universal Computation Engines
May 18, 2026
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling
May 18, 2026
Unsupervised Scalable Representation Learning for Multivariate Time Series
May 18, 2026
T-Rep: Representation Learning for Time Series using Time-Embeddings
May 18, 2026
TS2Vec: Towards Universal Representation of Time Series
May 18, 2026
UniTS: A Unified Multi-Task Time Series Model

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