PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering | ScienceToStartup | ScienceToStartup

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References (53)

[1]

T1: One-to-One Channel-Head Binding for Multivariate Time-Series Imputation

2026Dong-Choon Park, Hyunwoo Ryu et al.

[2]

Towards Non-Stationary Time Series Forecasting with Temporal Stabilization and Frequency Differencing

2025Junkai Lu, Peng Chen et al.

[3]

DBLoss: Decomposition-based Loss Function for Time Series Forecasting

Founder's Pitch

"PATRA enhances time series question answering by leveraging pattern-aware mechanisms and balanced reasoning for superior cross-modal understanding."

Time Series Analytics•Score: 6•View PDF ↗

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PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

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References (53)

Founder's Pitch

"PATRA enhances time series question answering by leveraging pattern-aware mechanisms and balanced reasoning for superior cross-modal understanding."

Commercial Viability Breakdown

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PATRA: Pattern-Aware Alignment and Balanced Reasoning for Time Series Question Answering

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References (53)

Founder's Pitch

"PATRA enhances time series question answering by leveraging pattern-aware mechanisms and balanced reasoning for superior cross-modal understanding."

Commercial Viability Breakdown

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