Amazon Science Publications

164 articles total

Amazon is a great place to practice science and have real business impact with publications. Amazon scientists continue to publish papers, teach, and engage with the worldwide research community.

General instruction-tuned multilingual adapter: Unlocking cross-lingual generalization through scaled parameter-efficient adaptation
Thermo-mechanical assessment of epoxy-filled vias in high-density interconnected PCBs for advanced telecommunication applications
Large scale middle mile network design through efficient local search
Beyond correlation: Deploying causal AI to attribute e-commerce sales loss at scale
Bias and variance inflation in hierarchical multi-treatment DML: Diagnosis and correction
Positional task conditioning for scalable defect detection across product families in large product catalogs
Safe and sufficient caching: Per-request validated evidence reuse for production retrieval-augmented generation
Fangorn: A conversational platform for geospatial intelligence analytics
Knowledge distillation for large language models through residual learnings
Data-driven persona-conditioned agents for A/B test simulation
JudgePanel: A compact judge with panel deliberation via adaptive multi-reward reinforcement learning
From confusion to clarity: Confusion-aware retrieval and knowledge injection for text classification
Enrich-retrieve-rank: Scaling capability discovery beyond in-context routing
Eluna: An agentic LLM system for automating warehouse operations with reasoning and task execution
Multimodal road closure mapping via cross-modal graph attention
Select, label, evaluate: Active testing in NLP
Post-hoc alignment of LLM-judges to human judgment distribution
Evo-harness: Context-to-harness skill compilation for self-evolving agents
What does post-training actually teach LLMs about code? Isolating syntax, algorithms, and implementation fidelity with a novel language
Group adaptive clipping policy optimization