| --- |
| license: mit |
| tags: |
| - network-monitoring |
| - self-supervised-learning |
| - jepa |
| - representation-learning |
| - networking |
| --- |
| |
| # LPSE — Low-latency Semantic State Estimator |
|
|
| Model weights for **LPSE**, a low-latency semantic state estimator for dynamic network |
| monitoring and orchestration, built on I-JEPA-style latent predictive learning over |
| streaming telemetry. |
|
|
| Paper: *A Low-Latency Semantic State Estimator using Latent Predictive Learning for |
| Dynamic Network Monitoring and Orchestration* (IEEE GLOBECOM 2026, to appear). |
|
|
| On a multi-node Kubernetes testbed, the framework reaches 82.42% semantic prediction |
| accuracy under changing node configurations, with ~41x lower mean inference latency and |
| a 15x smaller memory footprint than a deployable 4B LLM endpoint. |
|
|
| ## Files |
|
|
| | File | Contents | |
| |---|---| |
| | `lpsehybrid.pt` | Full LPSE training checkpoint for the canonical merged-dataset run (model, EMA encoder, JEPA predictor, optimizer state) | |
| | `baseline_mlp_v2.pt` | MLP baseline checkpoint | |
| | `baseline_xgb_v2.json` | XGBoost baseline model | |
| | `baseline_xgb_v2_encoder.pt` | Frozen encoder used to build XGBoost features | |
| | `baseline_xgb_v2_norm.pkl` | Feature normalizer for the XGBoost baseline | |
|
|
| ## Usage |
|
|
| ```bash |
| git clone https://github.com/hari5g900/lpse.git |
| cd lpse |
| pip install -e . |
| |
| CHECKPOINT_PATH=/path/to/lpsehybrid.pt python -m lpse.apps.infer_lpse |
| ``` |
|
|
| See the [GitHub repository](https://github.com/hari5g900/lpse) for full training, |
| evaluation, and environment setup instructions (configuration is env-var driven; a GPU |
| is required for the LPSE and LSTM/Transformer baselines). |
|
|
| ## Citation |
|
|
| ```bibtex |
| @inproceedings{lpse2026, |
| title = {A Low-Latency Semantic State Estimator using Latent Predictive |
| Learning for Dynamic Network Monitoring and Orchestration}, |
| booktitle = {IEEE GLOBECOM}, |
| year = {2026}, |
| note = {To appear} |
| } |
| ``` |
|
|
| ## License |
|
|
| MIT — see [LICENSE](https://github.com/hari5g900/lpse/blob/main/LICENSE). |
|
|
