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reinforcement-learning
policy-optimization
klpo
exact-moment-replay
score-centering
stratified-sampling
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f95cbd4 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 | """Celestis-RL: a standalone research implementation, not pretrained model weights."""
from .estimators import Correction, draw_correction, exact_correction, plan_head
from .losses import token_loss, selected_token_loss, sequence_loss
from .scoring import selected_linear_scores
from .certificates import ConfidenceLedger, AuditResult, paired_gain_audit
from .transaction import transactional_step, StepResult
__version__ = "2.0.0"
__all__ = ["Correction", "draw_correction", "exact_correction", "plan_head",
"token_loss", "selected_token_loss", "sequence_loss", "selected_linear_scores",
"ConfidenceLedger", "AuditResult", "paired_gain_audit", "transactional_step", "StepResult"]
from .stratified import stratified_correction, coalesce_correction
from .streaming import linear_token_loss, centered_linear_scores
from .moment_replay import FeatureBank, MomentBatch, capture_moments, moment_token_loss, moment_sequence_loss, moment_dimension
from .sequential_audit import MetricSpec, SequentialParetoAudit
__all__ += ["stratified_correction", "coalesce_correction", "linear_token_loss", "centered_linear_scores",
"FeatureBank", "MomentBatch", "capture_moments", "moment_token_loss", "moment_sequence_loss",
"MetricSpec", "SequentialParetoAudit"]
from .transport import AffineBankTransport
__all__ += ["AffineBankTransport", "moment_dimension"]
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