526 Episodes

  1. Survey of In-Context Learning Interpretation and Analysis

    Published: 23/05/2025
  2. From Decoding to Meta-Generation: Inference-time Algorithms for Large Language Models

    Published: 23/05/2025
  3. LLM In-Context Learning as Kernel Regression

    Published: 23/05/2025
  4. Where does In-context Learning Happen in Large Language Models?

    Published: 23/05/2025
  5. Auto-Differentiating Any LLM Workflow: A Farewell to Manual Prompting

    Published: 22/05/2025
  6. metaTextGrad: Learning to learn with language models as optimizers

    Published: 22/05/2025
  7. Semantic Operators: A Declarative Model for Rich, AI-based Data Processing

    Published: 22/05/2025
  8. Isolated Causal Effects of Language

    Published: 22/05/2025
  9. Sleep-time Compute: Beyond Inference Scaling at Test-time

    Published: 22/05/2025
  10. J1: Incentivizing Thinking in LLM-as-a-Judge

    Published: 22/05/2025
  11. ShiQ: Bringing back Bellman to LLMs

    Published: 22/05/2025
  12. Policy Learning with a Natural Language Action Space: A Causal Approach

    Published: 22/05/2025
  13. Multi-Objective Preference Optimization: Improving Human Alignment of Generative Models

    Published: 22/05/2025
  14. End-to-End Learning for Stochastic Optimization: A Bayesian Perspective

    Published: 21/05/2025
  15. TEXTGRAD: Automatic Differentiation via Text

    Published: 21/05/2025
  16. Steering off Course: Reliability Challenges in Steering Language Models

    Published: 20/05/2025
  17. Past-Token Prediction for Long-Context Robot Policies

    Published: 20/05/2025
  18. Recovering Coherent Event Probabilities from LLM Embeddings

    Published: 20/05/2025
  19. Systematic Meta-Abilities Alignment in Large Reasoning Models

    Published: 20/05/2025
  20. Predictability Shapes Adaptation: An Evolutionary Perspective on Modes of Learning in Transformers

    Published: 20/05/2025

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