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Tag: foundation-models
39 items with this tag.
Jun 04, 2026
Graph Tokenization for Bridging Graphs and Transformers
graph-structure
tokenization
transformers
foundation-models
Jun 04, 2026
Foundation Time-Series Model Research Agenda
time-series
foundation-models
research-agenda
world-models
Jun 04, 2026
Vision Foundation Models
vision
foundation-models
Jun 02, 2026
Time-Series Foundation Models
time-series
foundation-models
May 29, 2026
Latent-State Time-Series Modeling
time-series
foundation-models
state-prediction
world-models
May 20, 2026
GraphGPT: Generative Pre-trained Graph Eulerian Transformer
graph-structure
graph-tokenization
transformers
foundation-models
k8s-otel-control-gym
May 18, 2026
Sundial
entity
time-series
foundation-models
forecasting
flow-matching
May 18, 2026
TimesFM
entity
time-series
forecasting
foundation-models
May 18, 2026
Tiny Time Mixers
entity
time-series
forecasting
foundation-models
May 18, 2026
UniTS
entity
time-series
foundation-models
multi-task
May 18, 2026
Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions
time-series
foundation-models
jepa
representation-learning
channel-descriptions
May 18, 2026
What's Wrong With The Current Time-Series Deep Learning?
time-series
foundation-models
state-prediction
context
position
May 18, 2026
Chronos-2: From Univariate to Universal Forecasting
time-series
foundation-models
forecasting
in-context-learning
synthetic-data
May 18, 2026
Exploring Large Models for Time Series
time-series
foundation-models
forecasting
presentation
May 18, 2026
Kairos: Toward Adaptive and Parameter-Efficient Time Series Foundation Models
time-series
foundation-models
forecasting
adaptive-tokenization
May 18, 2026
Mantis: Lightweight Calibrated Foundation Model For User-Friendly Time Series Classification
time-series
foundation-models
classification
calibration
May 18, 2026
Moirai 2.0: When Less Is More for Time Series Forecasting
time-series
foundation-models
forecasting
probabilistic-forecasting
May 18, 2026
Unified Training of Universal Time Series Forecasting Transformers
time-series
foundation-models
forecasting
probabilistic-forecasting
May 18, 2026
Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts
time-series
foundation-models
forecasting
mixture-of-experts
May 18, 2026
MOMENT: A Family of Open Time-series Foundation Models
time-series
foundation-models
masked-modeling
May 18, 2026
NuTime: Numerically Multi-Scaled Embedding for Large-Scale Time-Series Pretraining
time-series
foundation-models
representation-learning
classification
May 18, 2026
Reverso: Efficient Time Series Foundation Models for Zero-shot Forecasting
time-series
foundation-models
forecasting
linear-rnns
synthetic-data
May 18, 2026
Scaling-laws for Large Time-series Models
time-series
foundation-models
scaling-laws
forecasting
May 18, 2026
Sundial: A Family of Highly Capable Time Series Foundation Models
time-series
foundation-models
forecasting
generative-modeling
flow-matching
May 18, 2026
TabICL: A Tabular Foundation Model for In-Context Learning on Large Data
tabular-data
foundation-models
in-context-learning
classification
May 18, 2026
TabPFN-3: Technical Report
tabular-data
foundation-models
in-context-learning
synthetic-data
time-series
May 18, 2026
Accurate predictions on small data with a tabular foundation model
tabular-data
foundation-models
in-context-learning
synthetic-data
May 18, 2026
TempoPFN: Synthetic Pre-training of Linear RNNs for Zero-shot Time Series Forecasting
time-series
foundation-models
forecasting
synthetic-data
linear-rnns
May 18, 2026
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts
time-series
foundation-models
forecasting
mixture-of-experts
May 18, 2026
Timer: Generative Pre-trained Transformers Are Large Time Series Models
time-series
foundation-models
forecasting
generative-modeling
May 18, 2026
A decoder-only foundation model for time-series forecasting
time-series
foundation-models
forecasting
decoder-only
May 18, 2026
Tiny Time Mixers (TTMs): Fast Pre-trained Models for Enhanced Zero/Few-Shot Forecasting of Multivariate Time Series
time-series
foundation-models
forecasting
multivariate-time-series
May 18, 2026
TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning
time-series
forecasting
foundation-models
May 18, 2026
Toto 2.0: Time series forecasting enters the scaling era
time-series
foundation-models
forecasting
observability
scaling
May 18, 2026
Toto 2.0 TSALM Workshop Presentation
time-series
foundation-models
forecasting
observability
scaling
question-answering
benchmark
presentation
May 18, 2026
This Time is Different: An Observability Perspective on Time Series Foundation Models
time-series
foundation-models
forecasting
observability
May 18, 2026
A Unified Shape-Aware Foundation Model for Time Series Classification
time-series
foundation-models
classification
shapelets
May 18, 2026
UniTS: A Unified Multi-Task Time Series Model
time-series
foundation-models
multi-task
representation-learning
May 18, 2026
Tabular Foundation Models
tabular-data
foundation-models
in-context-learning
tabular-deep-learning