The explanatory power of human language has been essential to the evolution of human beings, as it enables us to accurately predict a multitude of phenomena without going through a multitude of potentially painful discovery processes. Is it possible to endow machines with similar abilities?
In the new paper Explanatory Learning: Beyond Empiricism in Neural Networks, a research team from Sapienza University of Rome and OpenAI introduces an explanatory learning procedure that enables machines to understand existing explanations from symbolic sequences and create new explanations for unexplained phenomena. The researchers further propose Critical Rationalist Network (CRN) deep learning models, which employ a rationalism-based approach for discovering such explanations in novel phenomena.
The researchers summarize their main contributions as:
The proposed Explanatory Learning (EL) framework is treated as a new class of machine learning problems. The team restructures the general problem of making new predictions for a given phenomenon as a binary classification task, i.e., predicting whether a sample from all possible observations belongs to the phenomenon or not.
The team introduces Odeen, a puzzle game environment and benchmark for experimenting with the EL paradigm. Each Odeen game can be regarded as a different phenomenon in a universe where each element is a sequence of geometric figures. Players attempt to make correct predictions for a given new phenomenon from few observations in conjunction with explanations and observations of other phenomena.
The researchers then propose Critical Rationalist Networks (CRN) deep learning models, which are implemented using two neural networks and take a rationalist view on the acquisition of knowledge to tackle the EL problem. The team notes that CRN predictions are directly caused by human-understandable explanations available in the output, making them explainable by construction. CRNs can also adjust their processing at test-time for harder inferences, and are able to offer strong confidence guarantees on their predictions.
Correct explanation rate of CRN and other empiricist models
In their evaluations, the team compared CRNs to radical (EMP-R) and conscious (EMP-C) empiricist models on their Odeen challenge. The results show that CRNs consistently outperform the other models, discovering the correct explanation for 880 out of 1132 new phenomena for a nearest rule score (NRS) of 77.7 percent compared to the empiricist models best of 22.5 percent.
Associated code and the Odeen dataset are available on the projects GitHub. The paper Explanatory Learning: Beyond Empiricism in Neural Networks is on arXiv.
Author: Hecate He |Editor: Michael Sarazen
We know you dont want to miss any news or research breakthroughs.Subscribe to our popular newsletterSynced Global AI Weeklyto get weekly AI updates.
Like Loading...
Follow this link:
- 'She was impressed by the rationalism of Judaism': Celebrities with surprising religious backgrounds - Yahoo Lifestyle UK - April 2nd, 2024 [April 2nd, 2024]
- "I think, Therefore I Am", What Does This Descartes Quote Mean? - Exploring your Mind - January 7th, 2024 [January 7th, 2024]
- Jacek Tabisz on Humanism and Rationalism in Polish Society - The Good Men Project - January 4th, 2024 [January 4th, 2024]
- Labor icon Bill Hayden to be honoured at state funeral - Yahoo News Australia - November 2nd, 2023 [November 2nd, 2023]
- Thom Workman explores the roots of the war on science - NB Media Co-op - November 2nd, 2023 [November 2nd, 2023]
- Did the Enlightenment lead to the climate crisis? | Aviva Chomsky - IAI - November 2nd, 2023 [November 2nd, 2023]
- Exeter University to Offer Degree in Magic - Redbrick - November 2nd, 2023 [November 2nd, 2023]
- How Apple TV's 'Lessons in Chemistry' compares to the novel - The Spokesman Review - November 2nd, 2023 [November 2nd, 2023]
- Rupture and Reconstruction: A Koan About Zen Itself Berggruen ... - Berggruen Institute - November 2nd, 2023 [November 2nd, 2023]
- Adamu Fika and persona of the old-school remarkable bureaucrat - Tribune Online - November 2nd, 2023 [November 2nd, 2023]
- Craig Newmark Retired from Craigslist. Now He Wants to Save ... - Observer - November 2nd, 2023 [November 2nd, 2023]
- Is the US turning into a Christofascist state? - The Real News Network - November 2nd, 2023 [November 2nd, 2023]
- Designer John Heffernan reinvented Aston Martin and Bentley with ... - Classic Driver - November 2nd, 2023 [November 2nd, 2023]
- Empiricism and Rationalism: How Immanuel Kant Changed History - January 6th, 2023 [January 6th, 2023]
- What Is Surrealism? | Artsy - December 28th, 2022 [December 28th, 2022]
- Rationalism vs. Empiricism | Concepts, Differences & Examples - Video ... - November 23rd, 2022 [November 23rd, 2022]
- Rationalist Judaism: Anti-Rationalism and the Charedi Vote - November 23rd, 2022 [November 23rd, 2022]
- Age of Enlightenment - Wikipedia - November 23rd, 2022 [November 23rd, 2022]
- Nizari Isma'ilism - Wikipedia - October 21st, 2022 [October 21st, 2022]
- Jewish philosophy - Wikipedia - October 17th, 2022 [October 17th, 2022]
- Humanism - Wikipedia - October 17th, 2022 [October 17th, 2022]
- Word of God and Work of God - Kashmir Observer - October 17th, 2022 [October 17th, 2022]
- [Renaissance, Science and God: Paradox of Modern Western EducationVII] Individualism and Decline of the West - Greater Kashmir - October 17th, 2022 [October 17th, 2022]
- Exciting Puranic and Siddhantic Cosmology Conference | ISKCON News - ISKCON News - October 17th, 2022 [October 17th, 2022]
- How red voracity will be used and thrown in West: The Communism of errors - MyVoice - October 17th, 2022 [October 17th, 2022]
- Words Mean Things: 'Decolonization' - The Swaddle - October 17th, 2022 [October 17th, 2022]
- When Lancashire was rocked by a 2.9 magnitude earthquake the last time fracking came to town - Lancs Live - October 17th, 2022 [October 17th, 2022]
- On the brink: How yesterday's fears can help us move through today's war - OnlySky - October 17th, 2022 [October 17th, 2022]
- Rationalism: What Is It and How to Apply It To Everyday Life? - October 8th, 2022 [October 8th, 2022]
- Rationalism - The Decision Lab - October 8th, 2022 [October 8th, 2022]
- Rationalism - Teachmint Explanation and Meaning| - October 8th, 2022 [October 8th, 2022]
- Martin Scorsese: rinse and repeat self-indulgence | Sean Egan - The Critic - October 8th, 2022 [October 8th, 2022]
- The Origin Review - LFF 2022 - HeyUGuys - October 8th, 2022 [October 8th, 2022]
- No, Critical Race Theory Isn't About Teaching That 'Slavery Is Real' - The Federalist - October 8th, 2022 [October 8th, 2022]
- The Journey of the Holy Shroud of Turin - National Catholic Register - October 8th, 2022 [October 8th, 2022]
- Bengal's Tryst With Alternative Readings Of The Ramayana - Outlook India - October 2nd, 2022 [October 2nd, 2022]
- Warm and minimal: Riverview Courtyard House - Architecture AU - October 2nd, 2022 [October 2nd, 2022]
- Philosophy of social science - Wikipedia - September 29th, 2022 [September 29th, 2022]
- Expanding open access to scientific knowledge and discussion - EurekAlert - September 29th, 2022 [September 29th, 2022]
- Rome & the World: Italys elections and the Church Etienne Gilson 40 years after his death - Aleteia - September 29th, 2022 [September 29th, 2022]
- Liz Truss and the rise of the libertarian right - The New Statesman - September 29th, 2022 [September 29th, 2022]
- Debate: Theres Anger at AMU Dropping Maududi, Qutb. But Why is Sir Syeds Islam Not Taught? - The Wire - September 6th, 2022 [September 6th, 2022]
- My Say: Allowing corruption is a greater danger than corruption itself - The Edge Markets MY - September 6th, 2022 [September 6th, 2022]
- 'Date Me' Google Docs and the Hyper-Optimized Quest for Love - WIRED - September 6th, 2022 [September 6th, 2022]
- Advaita: Beyond monotheism and polytheism - Times of India - September 6th, 2022 [September 6th, 2022]
- Looming threats to Pakistans integrity - Global Village space - September 6th, 2022 [September 6th, 2022]
- Florence Pugh and Sebastin Lelio on the Battle Between Religion and Science in The Wonder - IndieWire - September 6th, 2022 [September 6th, 2022]
- How Affirmative Action Was Derailed by Diversity - The Chronicle of Higher Education - September 6th, 2022 [September 6th, 2022]
- What's the Issue with Classical Liberalism and Religion? - Independent Institute - September 6th, 2022 [September 6th, 2022]
- Evidently, Biden Does Not Know About the False Positive Risk ... - Substack - August 29th, 2022 [August 29th, 2022]
- The Jewish and Intellectual Origins of this Famously Non-Jewish Jew - Jewish Journal - August 29th, 2022 [August 29th, 2022]
- Culture, progress and the future: Can the West survive its own myths? - Salon - August 29th, 2022 [August 29th, 2022]
- William Brooks: From Western Traditions to Political Indoctrination: A Cultural History of Education - The Epoch Times - August 29th, 2022 [August 29th, 2022]
- Attack On Salman Rushdie Manifests Barbarism In The Name Of Religion: Taslima Nasrin - Outlook India - August 29th, 2022 [August 29th, 2022]
- Britain doesnt need a public holiday to remember the slave trade - The Spectator - August 29th, 2022 [August 29th, 2022]
- Manny Montes: Origins of critical theory - The Union - July 29th, 2022 [July 29th, 2022]
- Overcoming the Aryan-Dravidian divide - The Hindu - July 29th, 2022 [July 29th, 2022]
- Kid Stuff: Why Have Artists Been So Drawn to Childrens Books? - ARTnews - July 29th, 2022 [July 29th, 2022]
- The Surprising Religious Diversity of America's 13 Colonies - History - July 29th, 2022 [July 29th, 2022]
- 'It destroys your soul' - the human toll of war - New Zealand Herald - July 29th, 2022 [July 29th, 2022]
- Edinburgh University is learning the hard way that there's a price to pay for going woke - The Telegraph - July 29th, 2022 [July 29th, 2022]
- Aquinas and the State - The American Conservative - July 13th, 2022 [July 13th, 2022]
- Jordan Peterson is wrong about the postmodernists - Spiked - July 13th, 2022 [July 13th, 2022]
- Had been staying in India since 2015 with a fake passport, voter ID and driving license: Bangladeshi Faisal Ahmed arrested for the murder of Hindu... - July 13th, 2022 [July 13th, 2022]
- The Liberation of the Arabs From the Global Left - Tablet Magazine - July 13th, 2022 [July 13th, 2022]
- Roe v. Wade in the dustbin of history - The Spectator Australia - June 30th, 2022 [June 30th, 2022]
- What is Rationalism? | Rationalism Philosophy & Examples - Video ... - June 29th, 2022 [June 29th, 2022]
- Hume's Fork Explained - Fact / Myth - June 29th, 2022 [June 29th, 2022]
- Is it time for the dream of North Sydney Bears' long-awaited return to finally become a reality? | Sam Perry - The Guardian - June 29th, 2022 [June 29th, 2022]
- It's the economy, stupid - The Spectator Australia - June 1st, 2022 [June 1st, 2022]
- Jon Ronson: In 2008 Graham Linehan told me 'Join Twitter, the place where no one fights' - The Irish Times - June 1st, 2022 [June 1st, 2022]
- The 50 Most Important People of the Middle Ages - Medievalists.net - June 1st, 2022 [June 1st, 2022]
- New Aussie rules: Conservative values have fallen out of fashion - The Spectator - May 15th, 2022 [May 15th, 2022]
- The week in TV: The Essex Serpent; the Baftas; Fergal Keane: Living With PTSD; Clark - The Guardian - May 15th, 2022 [May 15th, 2022]
- These Iconic Scenes From The X-Files Ask if We Are Alone in the Universe - 25YearsLaterSite.com - May 15th, 2022 [May 15th, 2022]
- Rationalism, Pluralism, and Fear in the Speech Debate - Liberal Currents - April 20th, 2022 [April 20th, 2022]
- After School Satan Club rejected by Northern York School Board vote - PennLive - April 20th, 2022 [April 20th, 2022]
- 12 Reader Views on Where America Is Going Wrong - The Atlantic - April 20th, 2022 [April 20th, 2022]
- Bicentenary Year of Mirat-ul-Akhbar: Indias Pioneering Persian Newspaper that Embodied Resistance - NewsClick - April 20th, 2022 [April 20th, 2022]
- The illusion of evidence based medicine - The BMJ - March 18th, 2022 [March 18th, 2022]