Research map / Large language models / AI and society
Modeling Human Trust and Reliance in AI-Assisted Decision Making: A Markovian Approach
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Model reliance as a latent trust-driven Markov process | AI-assisted income prediction · AI-assisted income prediction tasks | reliance prediction performance | Helped |
| Remove previous-task feedback dependencies from the trust dynamics model (ablation) | Proposed hidden Markov model · Individual reliance prediction | Macro-F1 | Hurt |
| Remove previous-task feedback dependencies from the decision model (ablation) | Proposed hidden Markov model · Individual reliance prediction | Macro-F1 | Hurt |
| Remove task-context dependencies from the trust dynamics model (ablation) | Proposed hidden Markov model · Individual reliance prediction | Macro-F1 | Mixed |
| Remove task-context dependencies from the decision model (ablation) | Proposed hidden Markov model · Individual reliance prediction | Macro-F1 | No clear effect |
| Increase the decision stake from low to high | Human trust dynamics in AI-assisted decisions · AI-assisted income prediction | trust-state stability | Helped |
| Receive a correct rather than wrong AI recommendation | Human trust dynamics in AI-assisted decisions · AI-assisted income prediction | probability of transitioning to lower trust | Helped |
Closest papers by meaning
- Decoding AI’s Nudge: A Unified Framework to Predict Human Behavior in AI-Assisted Decision Making (AAAI 2024 · similarity 0.91)
- Utilizing Human Behavior Modeling to Manipulate Explanations in AI-Assisted Decision Making: The Good, the Bad, and the Scary (NeurIPS 2024 · similarity 0.90)
- Mecha-nudges for Machines (NeurIPS 2026 · similarity 0.86)
- Learning to Decide with AI Assistance under Human-Alignment (NeurIPS 2026 · similarity 0.86)
- AI Alignment with Changing and Influenceable Reward Functions (ICML 2024 · similarity 0.86)
- EAI: Emotional Decision-Making of LLMs in Strategic Games and Ethical Dilemmas (NeurIPS 2024 · similarity 0.85)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.