Roadmap on Incentive Compatibility for AI Alignment and Governance in Sociotechnical Systems

Zhaowei Zhang; Fengshuo Bai; Mingzhi Wang; Haoyang Ye; Chengdong Ma; Yaodong Yang · 2025 · AGI 2025 (Springer LNAI), pp. 370-380 background low priority coded

Main argument

Thesis: existing alignment focuses on technical facets and neglects the sociotechnical gap between development and deployment contexts; game-theoretic INCENTIVE COMPATIBILITY (mechanism design, contract theory, Bayesian persuasion) should bridge technical and societal components to 'maintain AI consensus with human societies in different contexts' - the ICSAP problem statement plus preliminary implementation conceptions.

Why it matters here

Names the development-vs-deployment context gap as the 'Incentive Compatibility Sociotechnical Alignment Problem' and proposes game-theoretic bridges (mechanism design, contract theory, Bayesian persuasion). The Peking/BIGAI group's governance-side companion to the Ji survey - a technical-community acknowledgment that alignment fails WITHOUT institutional incentive design.

Reading notes

Compact treatment (11pp roadmap; same Yaodong Yang group as Ji et al. survey and HVAE). Abstract + framing read.

Zhang, Z., et al. (2025). Roadmap on Incentive Compatibility for AI Alignment and Governance in Sociotechnical Systems. In AGI 2025 Proceedings Part II. Springer.

Close reading — 1 coded units

#1 · pp. 370 · claim

“existing methodologies primarily focus on technical facets, often neglecting the intricate sociotechnical nature of AI systems, which can lead to a misalignment between the development and deployment contexts. To this end, we posit a new problem worth exploring: Incentive Compatibility Sociotechnical Alignment Problem (ICSAP).”

RL-INST

Synthesis-matrix row

Memos (1)

comparison · unit #1

The ML community's own arrival at the institutionalist conclusion: alignment requires incentive/institution design, not just training (converges with Ferretti's institutional-change thesis, H&D's governance-as-uniform-improvement, S&B's monopoly conditions). Contract theory as an alignment tool also loops back to Hadfield-Menell's incomplete-contracting line. One-cite use in the governance chapter: even the technical roadmap literature now says alignment is incentive-institutional.