Bounded-influence objectives
Reward shaping that keeps a policy’s causal footprint inside a measured envelope under distribution shift.
Status: activeDesigning new forms of collective intelligence.
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σ ρ β / 01 / DATA
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Reward shaping that keeps a policy’s causal footprint inside a measured envelope under distribution shift.
Status: activeA solid ink annotation appears above technical terms on hover or keyboard focus. The dashed underline signals that an explanation is available.
Constrained by a Lyapunov envelopeA bound that provably contracts over time. during training.
Measured against the influence budgetThe maximum causal effect a policy may exert. per rollout.
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