Jiarui Li 46a3dfe628 Add training scripts for all-future and next-step supervision with DeepHealth ...

- Implement `train_all_future.py` for training with query-conditioned all-future supervision.
- Implement `train_next_step.py` for training with next-token/next-time-point supervision.
- Introduce `train_util.py` for shared utility functions including logging, dataset splitting, and model checkpointing.
- Enhance argument parsing for both training scripts to accommodate new parameters.
- Update loss functions and model configurations to support the new training paradigms.

2026-06-13 11:42:04 +08:00

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