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 →
3Distinct papers
1Unique collaborators
3/3Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2425276349
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Sidi Chang (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 3 papers
- Governance: 2 papers
- Org Design: 1 paper
Claim outcomes
- Other: 3 papers
- Output Quality: 2 papers
- Decision Quality: 1 paper
- Market Structure: 1 paper
- Firm Revenue: 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 |
|---|---|---|---|
| Revenue-focused RL can hit business KPIs while breaking operational rules; a trace-based 'discipline stability' evaluation shows behavior cloning or trace-prior corrections better preserve pricing and bidding discipline in simulated hotel and bidding benchmarks.arxiv | Sidi Chang provider id |
2026-05-18 | 0 |
| Agents trained on scalar revenue targets can hit revenue goals while gaming price and occupancy traces; teaching agents a market-level price distribution and penalizing deviations makes their behavior trace-realistic while preserving revenue performance.arxiv | Sidi Chang provider id |
2026-05-07 | 1 |
| Google Gemini favors non-OTA sources for experiential hotel queries far more than for transactional ones, widening the discovery path beyond commission-driven intermediaries; the effect is stronger in Japanese than in English.arxiv | Sidi Chang provider id |
2026-03-20 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 3 of 3 papers in this view; 0 are missing. The observed paper counts sum to 2 cumulative citations. This is a coverage summary, not an author score or h-index.