On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “time-agnostic”

Time-Agnostic Prediction: Predicting Predictable Video Framescs.CV

Time-agnostic predictors predict frames without fixed time intervals.

problem Predicting events in the future or between waypoints is difficult.

method Decouple visual prediction from a rigid notion of time, discovering predictable 'bottleneck' frames.

result Predictions are of higher visual quality and correspond to coherent semantic subgoals.

time-agnostic prediction bottleneck frames visual quality semantic subgoals

2018-08-23abs ↗pdf ↗

Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Taskscs.LG

Clinical models trained on EHRs degrade in performance over time due to data drift.

problem Model performance degradation over time in clinical settings.

method Accessed year of care for each record in MIMIC, aggregated features into clinical concepts, and tested mitigation strategies.

result State-of-the-art models show significant performance drops when tested on future data compared to historical data.

clinical prediction models data drift feature aggregation MIMIC-III machine learning

2019-08-02abs ↗pdf ↗