claim

active

claim:the-chronic-pain-model-outperforms-the-normal-pain-model-in-non-stationary-environments-despite-producing-negative-well-being

The chronic pain model outperforms the normal pain model in non-stationary environments despite producing negative well-being

Surprising finding that maladaptive perception can yield superior task performance in changing environments

Source paper

extracted_from

Exploration Through Introspection: A Self-Aware Reward Model

(2026) · Michael Petrowski · Milica Gašić

Neighborhood — ranked by edge-count

Findings (2)

finding

Chronic pain agent achieves M=4235.5, SD=180.3 COR in non-stationary All category (n=300), highest across all chronic results
supports
Peak performance of chronic pain agents across all reward categories in non-stationary environment
Normal (α=0.9) and chronic (α=0.1) agents in Objective-only non-stationary category perform best with opposite learning rates
supports
Suggests fundamental differences in learning dynamics between normal and chronic perception models

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

Why does a maladaptive chronic pain perception outperform normal pain in non-stationary environments?question0.852
Empirical puzzle raised by the surprising chronic model results
Chronic pain agent accumulates negative cumulative well-being across its entire lifetime in non-stationary environmentfinding0.834
Key behavioral signature of chronic model paralleling human chronic pain experience
The chronic agent's high performance despite negative well-being aligns with findings on chronic pain and quality of life in humansclaim0.801
Cross-domain interpretive claim linking computational results to human chronic pain literature
Chronic Pain Perception Modelframework0.786
HMM parameterization with sticky transitions and ambiguous emissions representing maladaptive pain perception
Normal pain agent maintains mostly positive cumulative well-being and recovers before finding food after changefinding0.782
Contrasts with chronic agent; normal model provides stable exploration bonus without addiction-like dynamics
Normal Pain Model as Low-Pass Filterclaim0.778
Author's interpretation that the normal pain model smooths the happiness signal into a stable belief state providing exploration bonus
Introspective agents generally outperform standard no-pain baseline agents across environments and reward categoriesclaim0.775
Central empirical claim of the paper supported by statistical tests
Chronic pain agent's momentary well-being recovers to zero only when visiting the food statefinding0.760
Demonstrates relief-seeking behavior pattern analogous to addiction in the chronic agent