Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAKKGOT7NHpmQE2g0yeGw0mjd0H0uI1u-fkSI3Gi31eSs/assertion>. }
- GraphRAG type Workflow assertion.
- GRU type Workflow assertion.
- arXiv.2503.07682 type Entity assertion.
- ARIMA type Workflow assertion.
- AnomalyTransformer type Workflow assertion.
- Auto-TTE type Workflow assertion.
- AutoTimes type Workflow assertion.
- Autoformer type Workflow assertion.
- Chat-GPT type Workflow assertion.
- ChatGLM type Workflow assertion.
- DLinear type Workflow assertion.
- ETSformer type Workflow assertion.
- ExponentialSmoothing type Workflow assertion.
- FusionAwareTemporalModule type Workflow assertion.
- GPT type Workflow assertion.
- Informer type Workflow assertion.
- KnowledgeDrivenTemporalPrompt type Workflow assertion.
- LLM4TS type Workflow assertion.
- LLMTime type Workflow assertion.
- LLaMA type Workflow assertion.
- LPTM type Workflow assertion.
- LSTM type Workflow assertion.
- LTM type Workflow assertion.
- RNN type Workflow assertion.
- SDformer type Workflow assertion.
- StateSpaceModels type Workflow assertion.
- TIME-FFM type Workflow assertion.
- TTM type Workflow assertion.
- TemporalFusionTransformer type Workflow assertion.
- Time-LLM type Workflow assertion.
- Timer type Workflow assertion.
- TimesNet type Workflow assertion.
- GraphRAG label "GraphRAG" assertion.
- GRU label "GRU" assertion.
- ARIMA label "ARIMA" assertion.
- AnomalyTransformer label "Anomaly Transformer" assertion.
- Auto-TTE label "Auto-TTE" assertion.
- AutoTimes label "AutoTimes" assertion.
- Autoformer label "Autoformer" assertion.
- Chat-GPT label "Chat-GPT" assertion.
- ChatGLM label "ChatGLM" assertion.
- DLinear label "DLinear" assertion.
- ETSformer label "ETSformer" assertion.
- ExponentialSmoothing label "Exponential Smoothing" assertion.
- FusionAwareTemporalModule label "Fusion-Aware Temporal Module" assertion.
- GPT label "GPT" assertion.
- Informer label "Informer" assertion.
- KnowledgeDrivenTemporalPrompt label "Knowledge-Driven Temporal Prompt" assertion.
- LLM4TS label "LLM4TS" assertion.
- LLMTime label "LLMTime" assertion.
- LLaMA label "LLaMA" assertion.
- LPTM label "LPTM" assertion.
- LSTM label "LSTM" assertion.
- LTM label "LTM" assertion.
- RNN label "RNN" assertion.
- SDformer label "SDformer" assertion.
- StateSpaceModels label "State-Space Models" assertion.
- TIME-FFM label "TIME-FFM" assertion.
- TTM label "TTM" assertion.
- TemporalFusionTransformer label "Temporal Fusion Transformer" assertion.
- Time-LLM label "Time-LLM" assertion.
- Timer label "Timer" assertion.
- TimesNet label "TimesNet" assertion.
- FusionAwareTemporalModule comment "This module deeply integrates natural language prompt embeddings (derived from the LLM) with time series data. It aligns pooled text features with temporal segments and uses multi-scale convolutions to combine them effectively. This process aims to create a unified representation by merging semantic knowledge from the LLM with temporal patterns, thereby enhancing the model's ability to learn complex patterns for time series tasks." assertion.
- KnowledgeDrivenTemporalPrompt comment "This module leverages a Knowledge Graph (KG) to enrich user-provided prompts with task-relevant semantics and descriptive insights for time series analysis. By incorporating retrieved knowledge into the prompt, it enhances the LLM's input at the inference stage, allowing the LLM to access external knowledge to improve its performance on time series tasks." assertion.
- LTM comment "LTM is a novel multi-task framework that integrates time series models, LLMs, and KGs for tasks like forecasting, imputation, and anomaly detection. It achieves a deep fusion of temporal and semantic features by combining KG-enhanced prompts with LLM processing and feature fusion modules, representing knowledge from both LLMs and KGs in a unified manner for time series analysis." assertion.
- arXiv.2503.07682 describes FusionAwareTemporalModule assertion.
- arXiv.2503.07682 describes KnowledgeDrivenTemporalPrompt assertion.
- arXiv.2503.07682 describes LTM assertion.
- arXiv.2503.07682 discusses GraphRAG assertion.
- arXiv.2503.07682 discusses GRU assertion.
- arXiv.2503.07682 discusses ARIMA assertion.
- arXiv.2503.07682 discusses AnomalyTransformer assertion.
- arXiv.2503.07682 discusses Auto-TTE assertion.
- arXiv.2503.07682 discusses AutoTimes assertion.
- arXiv.2503.07682 discusses Autoformer assertion.
- arXiv.2503.07682 discusses Chat-GPT assertion.
- arXiv.2503.07682 discusses ChatGLM assertion.
- arXiv.2503.07682 discusses DLinear assertion.
- arXiv.2503.07682 discusses ETSformer assertion.
- arXiv.2503.07682 discusses ExponentialSmoothing assertion.
- arXiv.2503.07682 discusses GPT assertion.
- arXiv.2503.07682 discusses Informer assertion.
- arXiv.2503.07682 discusses LLM4TS assertion.
- arXiv.2503.07682 discusses LLMTime assertion.
- arXiv.2503.07682 discusses LLaMA assertion.
- arXiv.2503.07682 discusses LPTM assertion.
- arXiv.2503.07682 discusses LSTM assertion.
- arXiv.2503.07682 discusses RNN assertion.
- arXiv.2503.07682 discusses SDformer assertion.
- arXiv.2503.07682 discusses StateSpaceModels assertion.
- arXiv.2503.07682 discusses TIME-FFM assertion.
- arXiv.2503.07682 discusses TTM assertion.
- arXiv.2503.07682 discusses TemporalFusionTransformer assertion.
- arXiv.2503.07682 discusses Time-LLM assertion.
- arXiv.2503.07682 discusses Timer assertion.
- arXiv.2503.07682 discusses TimesNet assertion.
- FusionAwareTemporalModule subject SynergizedKnowledgeRepresentation assertion.
- KnowledgeDrivenTemporalPrompt subject KGEnhancedLLMInference assertion.
- LTM subject SynergizedKnowledgeRepresentation assertion.