A principled restriction of intervention admissibility via Resource-Aware SCMs (R-SCMs), which equip models with agent-controlled endogenous variables, enablement predicates evaluated against the acting agent’s observation, and consumable resources modelled by a partial commutative monoid is proposed.
Counterfactual explanations have been proposed to provide actionable insights for complex black-box classifiers by suggesting “what-if” explanations that alter undesirable prediction outcomes to desired ones. Recent advances have emphasized desirable properties such as causality, plausibility, and contextual alignment;...
Zhen-Dong Wang, Diego García, J. Enguita et al.· Machine-mediated learning· 0 citations
This work introduces AgentBound, the first four-way counterfactual generation-and-evaluation framework for tool-using agent safety, and shows that effective agentic alignment requires action decisions to track permission-relevant execution evidence, rather than refusal strength alone.
Tian-Zhuo Yang, Zi-Rui Mi, Yan-Tao Huang et al.· 1 citation
The paper introduces Epi-Logic, a conceptual framework for epistemic runtime control that couples the detection of schema dissonance, a graduated reduction of autonomy, and the auditable switch to a validated schema.
Probabilistic Causal Impact (PCI) builds on actual causality and on Pearl's notions of probability of necessity and sufficiency, but recasts the question of explainability as an estimation problem on a probabilistic causal model that is easily approximated via Monte Carlo.
R. Urbaniak, Sam Witty, Daniel Waxman et al.· 1 citation
This work introduces a notion of retrospective (backward) counterfactual responsibility, which quantifies an agent's accountability for outcomes resulting from a given strategy profile, and demonstrates how to compute stable strategy profiles in which agents trade off responsibility against expected reward.
Chunyan Mu, Muhammad Najib· Proceedings of the Thirty-Fi...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.
