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  • STRUCTUREDAGENT: Planning with AND/OR Trees for Long-Horizon Web Tasks
    Amazon / University of Massachusetts Amherst
    Published on: 2026-03-05 1 author
  • SenTSR-Bench: Thinking with Injected Knowledge for Time-Series Reasoning
    Amazon / The Pennsylvania State University
    Published on: 2026-02-23 1 author
  • Perceptive Humanoid Parkour: Chaining Dynamic Human Skills via Motion Matching
    Amazon / UC Berkeley
    Published on: 2026-02-17 1 author
  • SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
    Published on: 2026-02-13 1 author
  • Visual Foresight for Robotic Stow: A Diffusion-Based World Model from Sparse Snapshots
    Published on: 2026-02-12 1 author
  • Iterative Reranking as a Compute-Scaling Method for LLM-based Rankers
    Amazon / Sapienza University
    Published on: 2026-02-12 1 author
  • KG-CRAFT: Knowledge graph-based contrastive reasoning with LLMs for enhancing automated fact-checking
    Amazon / Universidade Federal Fluminense
    Published on: 2026-02-12 1 author
  • Pattern Discovery with Wide-Lens Analysis and Sharp-Focus Validation
    Amazon / UC Santa Cruz
    Published on: 2026-02-12 1 author
  • Autoregressive Image Generation with Masked Bit Modeling
    Published on: 2026-02-09 1 author
  • AgentArk: Distilling Multi-Agent Intelligence into a Single LLM Agent
    Amazon / Carnegie Mellon University
    Published on: 2026-02-03 1 author
  • Interpretable Tabular Foundation Models via In-Context Kernel Regression
    Published on: 2026-02-02 1 author
  • RFS: Reinforcement Learning with Residual Flow Steering for Dexterous Manipulation
    Amazon / University of Washington
    Published on: 2026-02-02 1 author
  • Differentiable Semantic ID for Generative Recommendation
    Amazon / University of Glasgow
    Published on: 2026-01-27 1 author
  • AnyView: Synthesizing Any Novel View in Dynamic Scenes
    Amazon / Toyota Research Institute
    Published on: 2026-01-23 1 author
  • MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents
    Amazon / University of California
    Published on: 2026-01-18 1 author
  • TerraFormer: Automated Infrastructure-as-Code with LLMs Fine-Tuned via Policy-Guided Verifier Feedback
    Published on: 2026-01-13 1 author
  • Internal Representations as Indicators of Hallucinations in Agent Tool Selection
    Published on: 2026-01-08 1 author
  • ELLA: Efficient Lifelong Learning for Adapters
    Amazon / Purdue University
    Published on: 2026-01-05 1 author
  • Talk2Move: Reinforcement Learning for Text-Instructed Object-Level Geometric Transformation in Scenes
    Published on: 2026-01-05 1 author
  • Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking
    Amazon / University of Wisconsin-Madison
    Published on: 2025-12-19 1 author
  • Diffusion Language Model Inference with Monte Carlo Tree Search
    Amazon / Dartmouth College
    Published on: 2025-12-13 1 author
  • s3: You Don't Need That Much Data to Train a Search Agent via RL
    Amazon / University of Illinois Urbana Champaign
    Published on: 2025-11-05 1 author
  • A Comprehensive Survey on Reinforcement Learning-based Agentic Search: Foundations, Roles, Optimizations, Evaluations, and Applications
    Amazon / The Pennsylvania State University
    Published on: 2025-10-27 1 author
  • Chronos-2: From Univariate to Universal Forecasting
    Amazon / University of Freiburg
    Published on: 2025-10-17 1 author
  • WebAgent-R1: Training Web Agents via End-to-End Multi-Turn Reinforcement Learning
    Amazon / University of Virginia
    Published on: 2025-10-08 1 author
  • TabArena: A Living Benchmark for Machine Learning on Tabular Data
    Amazon / University of Freiburg
    Published on: 2025-10-03 1 author
  • Amazon Ads Multi-Touch Attribution
    Amazon / Northwestern University
    Published on: 2025-08-11 1 author
  • Establishing Best Practices for Building Rigorous Agentic Benchmarks
    Amazon / Stanford University
    Published on: 2025-08-07 1 author
  • Goedel-Prover-V2: Scaling Formal Theorem Proving with Scaffolded Data Synthesis and Self-Correction
    Amazon / Princeton University
    Published on: 2025-08-05 1 author
  • MAPoRL: Multi-Agent Post-Co-Training for Collaborative Large Language Models with Reinforcement Learning
    Amazon / MIT
    Published on: 2025-07-12 1 author
  • Evaluating the Critical Risks of Amazon’s Nova Premier under the Frontier Model Safety Framework
    Published on: 2025-07-07 1 author
  • Steering Your Diffusion Policy with Latent Space Reinforcement Learning
    Published on: 2025-06-25 1 author
  • HybGRAG: Hybrid Retrieval-Augmented Generation on Textual and Relational Knowledge Bases
    Amazon / Carnegie Mellon University
    Published on: 2025-06-02 1 author
  • M+: Extending MemoryLLM with Scalable Long-Term Memory
    Published on: 2025-05-30 1 author
  • How Does Critical Batch Size Scale in Pre-training?
    Amazon / Harvard University
    Published on: 2025-04-21 1 author
  • A Systematic Survey of Automatic Prompt Optimization Techniques
    Published on: 2025-04-02 1 author
  • The Amazon Nova Family of Models: Technical Report and Model Card
    Published on: 2025-03-17 1 author
  • Evaluating Nova 2.0 Lite model under Amazon’s Frontier Model Safety Framework
    Published on: 2025-02-27 1 author
  • Mind the Gap: Examining the Self-Improvement Capabilities of Large Language Models
    Published on: 2025-02-25 1 author
  • Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making
    Published on: 2025-01-19 1 author
  • Retrieval-Augmented Generation with Graphs (GraphRAG)
    Amazon / Michigan State University
    Published on: 2025-01-08 1 author
  • Chronos: Learning the Language of Time Series
    Amazon / AWS AI Labs
    Published on: 2024-10-04 1 author
  • Multimodal Chain-of-Thought Reasoning in Language Models
    Amazon / Shanghai Jiao Tong University
    Published on: 2024-05-20 1 author
  • Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models
    Published on: 2023-06-12 1 author
  • AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2seq Model
    Published on: 2022-08-03 1 author
  • Towards Total Recall in Industrial Anomaly Detection
    Amazon / Tübingen AI Center, University of Tübingen,
    Published on: 2022-05-05 1 author
  • DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks
    Amazon / Amazon Research
    Published on: 2019-02-22 1 author
  • Deep Sets
    Amazon / Carnegie Mellon University
    Published on: 2018-04-14 1 author
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