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
12Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2271930669
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Ningxuan Kang (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Org Design: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Human Ai Collab: 1 paper
- Innovation: 1 paper
Claim outcomes
- Organizational Efficiency: 2 papers
- Task Completion Time: 1 paper
- Adoption Rate: 1 paper
- Error Rate: 1 paper
- Other: 1 paper
- Task Allocation: 1 paper
- Worker Satisfaction: 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 single learned planner that coordinates assortment, sourcing, replenishment frequency and routing reduces simulated supply‑chain cost versus siloed departmental optimizers; gains stem from learning latent cross‑stage couplings rather than optimizing individual modules in isolation.arxiv | Ningxuan Kang provider id |
2026-07-30 | 0 |
| JD.com’s NetSim standardizes and speeds supply‑chain planning by generating operationally valid candidate routes with GPU‑accelerated simulation and then selecting global optima, and its deployment across 20,000 suppliers coincided with a drop in cross‑regional fulfillment from 6.1% to 4.9% and roughly 5,745 tCO2e saved per month.arxiv | Ningxuan Kang provider id |
2026-07-23 | 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.