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
132Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2395331349
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Ko-Hui Wu (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 2 papers
- Human Ai Collab: 2 papers
- Innovation: 1 paper
- Productivity: 1 paper
Claim outcomes
- Research Productivity: 1 paper
- Other: 1 paper
- Output Quality: 1 paper
- Decision Quality: 1 paper
- Organizational Efficiency: 1 paper
- Task Completion Time: 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 |
|---|---|---|---|
| A new benchmark for autonomous scientific research finds current AI agents can implement prescribed procedures but struggle to design and execute research independently: average scores fall from about 51% with full guidance to 27% when methods must be chosen by the AI, highlighting a substantial gap to truly autonomous scientific discovery.arxiv | Ko-Hui Wu provider id |
2026-08-18 | 1 |
| MatrAIx simulates an 8.3 billion-person world to test AI products, releasing a 1M-person coreset and an interactive Playground to run thousands of simulated-user trials; controlled validation finds persona agents follow assigned behaviors in 91.5% of trials, though results rely heavily on LLM judges and grounded sources with known demographic skews.arxiv | Ko-Hui Wu provider id |
2026-08-04 | 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 1 cumulative citations. This is a coverage summary, not an author score or h-index.