Themes & Connections

Cross-lecture patterns and connections emerging across the course.

Current Themes

Tracking major themes as the course progresses.

Efficiency & Scaling

  • Linear-time alternatives to O(n²) attention (SSMs, state space models)
  • Model compression — Smaller models for edge deployment
  • Long-context — Extending context windows beyond training sequences

World Models & Embodiment

  • JEPA architectures — Learning by prediction, not reconstruction
  • Object-centric representations — Scene understanding for embodied AI
  • Simulation — Training world models without real robots

Interpretability & Control

  • Mechanistic interpretability — Understanding how models reason
  • Circuit analysis — Mapping model computations to interpretable concepts
  • Steering — Controlling model behavior explicitly

Multimodality & Integration

  • Vision-language models — Combining visual and text understanding
  • Robotics applications — Transformers for control, planning, perception
  • Code generation — Program synthesis, program understanding

Cross-Lecture Connections

Speakers whose work spans multiple themes

Albert Gu (Week 3: SSMs)

  • Efficiency — Mamba’s primary contribution
  • Long-context — 100K+ context windows
  • Connections to: JEPA world models (Week 2), Modal deployment (Week 10)

Vivek Natarajan (Week 7: Med-PaLM)

  • Safety-critical validation patterns
  • Domain adaptation — Transfer learning across domains
  • Multimodal — Text + medical imaging

Andrew Lampinen (Week 6: Interpretability)

  • Efficiency — Puzzle framework for efficient transformers
  • Interpretability — Attribution graphs, understanding reasoning
  • Control — Block importance for steering generation

Charles Frye (Week 10)

  • Efficiency — Serverless GPU for inference
  • Deployment — Infrastructure patterns for autonomous systems
  • Multimodal — Video + language + sensor fusion

Relevance to Autonomy Research

Theme Relevance Key Lectures
World Models Essential for embodied AI JEPA (Week 2), Simulation
Efficiency Edge deployment, real-time control SSMs (Week 3), Puzzle (Week 6), Modal (Week 10)
Interpretability Trustworthy decision-making Lampinen (Week 6)
Safety-Critical Validation patterns for high-stakes domains Med-PaLM (Week 7)
Multimodal Sensor fusion for robotics Frye (Week 10), Vision-Language

Last updated: 2026-04-04