Reward Is Enough (Machine Learning Research Paper Explained)
#reinforcementlearning #deepmind #agi
What’s the most promising path to creating Artificial General Intelligence (AGI)? This paper makes the bold claim that a learning agent maximizing its reward in a sufficiently complex environment will necessarily develop intelligence as a by-product, and that Reward Maximization is the best way to move the creation of AGI forward. The paper is a mix of philosophy, engineering, and futurism, and raises many points of discussion.
OUTLINE:
0:00 - Intro & Outline
4:10 - Reward Maximization
10:10 - The Reward-is-Enough Hypothesis
13:15 - Abilities associated with intelligence
16:40 - My Criticism
26:15 - Reward Maximization through Reinforcement Learning
31:30 - Discussion, Conclusion & My Comments
Paper:
Abstract:
In this article we hypothesise that intelligence, and its associated abilities, can be understood as subserving the maximisation of re
24 views
24
15
2 months ago 00:14:56 0
Lair of the Madhat | THE TREASURE! | Part 4 (Ending) - Playthrough w/ facecam
2 months ago 00:04:22 1
English Christian Song | “Fellowshipping the Truth Requires Spiritual Communication“
4 months ago 00:02:00 0
Everest Base Camp Trek: Ultimate Guide to Reaching the World’s Most Famous Base Camp
6 months ago 01:05:12 0
Present Moment (777 Hz) | 1 hour handpan music | Malte Marten
6 months ago 00:13:43 0
Obukhovo, Leningrad () Metro, Green - interior view, arrival of the train Fragment 4
6 months ago 00:08:27 0
The SensorTower Report is a Scam
6 months ago 00:06:28 2
5 Giant Duck Cartoon Crossing Fountain Animation Truck, Car, Bus, Tractor, JCB 3D Vehicles Game
6 months ago 00:05:02 0
Best Play-to-Earn Crypto Games You Can’t Miss in 2025!
6 months ago 00:01:26 3
The Last of Us Season 2 | Trailer 2 | Max (4K)
6 months ago 00:03:11 4
Sword of Convallaria: Night Crimson - Official Reveal Trailer
6 months ago 00:06:10 0
Play to Earn Games: How to Earn Money While You Play!
7 months ago 00:12:15 0
Best Meme Coins That Could Skyrocket – The NEXT Big Opportunities!
7 months ago 00:06:08 0
EVE Frontier | Official ’First Look’
7 months ago 00:03:12 24
Love and Deepspace | Where Drakeshadows Fall
7 months ago 00:07:17 0
How to Invest in Presale Crypto and MAXIMIZE Your Returns!
7 months ago 00:05:07 0
Is Yield Farming the FUTURE of Investing? Here’s What You Need to Know!
7 months ago 00:04:49 0
Play To Earn🔥This New Play to Earn Game is About to Make a Lot of People RICH
8 months ago 00:08:50 0
Just Dance 2025 Edition - The Making Of
8 months ago 00:03:58 0
The Shira Choir x The Kiffness - Im Hashem Lo Yivneh Bayis (Psalm 127 DANCE REMIX)
8 months ago 00:04:28 0
💸 HOW TO ALWAYS WIN AND PROFIT ON CRASH ROOBET! BEST ROOBET CRASH STRATEGY! ROOBET PROMOCODE 2024 💸
8 months ago 00:05:53 0
Web3 Gaming | Web3 Games | Crypto Games
8 months ago 01:23:58 0
Symbols of an Alien Sky, Episode 2: The Lightning-Scarred Planet Mars
8 months ago 00:04:48 1
This is Halloween (Rock Cover from „A Nightmare before Christmas“ Movie)
8 months ago 00:03:04 0
How To Get The Grand Mafia Gold - The Grand Mafia Hack | Working on iOS/Android apk 2024