Title
The Invariance Principle
Sold by Ergodebooks, an authorized reseller.
Returns accepted within 30 days | support@ergodebooks.com
Shipping Information
- Free Standard Shipping — United States only
- Processing Time: 1–3 business days
- Estimated Delivery: 3–5 business days after dispatch
- Double-boxed, fully insured & discreetly packaged
- Tracking number sent via email once dispatched
- Orders over $250 require signature upon delivery. Taxes calculated at checkout.
Returns & Refund
Returns accepted within 30 days of delivery.
Damaged or Defective Item
Free return shipping + replacement or full refund
Wrong Item Received
Free return shipping + replacement or full refund
Change of Mind
Return shipping at customer's expense · 25% restocking fee applies
Payment Option
How Statistical Invariances Will Help Us Build Ai Systems Exhibiting HumanLike Performance By Following HumanLike Strategies.Current Machine Learning Systems Crumble When The Distributions Of Training And Testing Examples Differ In Spurious Correlations. This Is A Major Roadblock Toward The Development Of Advanced Machine Intelligence, Which Demands Not Only HumanLike Performance But The Deployment Of HumanLike Strategies. The Prevalent Approach In Ai, Fixated On Recklessly Minimizing Average Training Error, Falls Short In Producing Ai Systems Capable Of Authentic OutOfDistribution Generalization. This Book Introduces The Invariance Principle, A New Epistemological Tool To Unearth Correlations Invariant Across Diverse Collections Of Empirical Data.The Invariance Principle, Encapsulated In The Axiom Frame Your Problem So Its Answer Matches Across Circumstances, Will Not Only Find Its Practical Incarnation In The Family Of Invariant Risk Minimization Algorithms, But Also Illuminate Our Understanding Of Causation. It Will Permeate Topics Such As Environment Discovery, LargeLanguage Models, SelfSupervised Learning, Mixing Data Augmentation, Uncertainty Estimation, And Fairness. The Author Argues That The Invariance Principle Is A Central Inductive Bias Fueling Advances Across Fields Of Knowledge, Such As Physics, Metaphysics, And Cognitive Science.The Final Chapter Includes Personal Examples Of How Invariance Has Shaped The AuthorS Understanding Of His Own Subjective Experience, As Well As How He Has Interpreted Both Eastern And Western Philosophical Traditions.
⚠️ WARNING (California Proposition 65):
This product may contain chemicals known to the State of California to cause cancer, birth defects, or other reproductive harm.
For more information, please visit www.P65Warnings.ca.gov.