Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
2Distinct papers
1Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2338833010
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Peng Wei (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 2 papers
- Governance: 2 papers
- Human Ai Collab: 1 paper
- Innovation: 1 paper
- Org Design: 1 paper
Claim outcomes
- Ai Safety And Ethics: 2 papers
- Adoption Rate: 1 paper
- Governance And Regulation: 1 paper
- Research Productivity: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| Cheaply copied, easily deployed AI can aggregate decision-making power into single highly efficient nodes, creating a one-stop source of irreversible system-level harm; safety should therefore prioritize institutional and technical boundary stabilization — layered control, authorization, and externally reviewable limits — not solely perfect alignment.arxiv | Peng Wei provider id |
2026-05-02 | 0 |
| Architectural coupling of capability to internal stability can make cheap model distillation ineffective, the paper argues; by designing state-transition constraints and path-dependent feasibility, useful behavior becomes harder to extract without replicating the original governance and training context.arxiv | Peng Wei provider id |
2026-03-26 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.