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:
32155283
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Victor H. Aguiar (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Innovation: 2 papers
- Human Ai Collab: 1 paper
- Productivity: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Other: 2 papers
- Decision Quality: 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 frozen tabular foundation model reveals a common valuation geometry across risk, time and social choice: one estimated utility index on its embeddings predicts diverse MPL decisions and transfers across domains, outperforming population baselines and tuned local learners.arxiv | Victor H. Aguiar provider id |
2026-08-07 | 0 |
| Teaching a time-series foundation model basic economic rationality improves demand forecasts: Chronos-2 fine-tuned on synthetic, GARP-consistent consumer histories predicts real consumer choices markedly better than the zero-shot model across all tested horizons. The result indicates economic theory can supply structured synthetic data that acts as a powerful forecasting prior.arxiv | Victor H. Aguiar provider id |
2026-03-25 | 1 |
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.