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mHC Explained: How DeepSeek Rewires LLMs for 2026

mHC Explained: How DeepSeek Rewires LLMs for 2026

AI Papers Academy January 4, 2026
DeepSeek just dropped mHC: Manifold-Constrained Hyper-Connections. A new research rewiring LLMs architecture. mHC builds on Hyper-Connections, introduced by ByteDance in …
 
Why Reinforcement Learning Unlocks Reasoning in LLMs (Aha Moments Explained)

Why Reinforcement Learning Unlocks Reasoning in LLMs (Aha Moments Explained)

AI Papers Academy December 29, 2025
In this video, we break down the paper Emergent Hierarchical Reasoning in LLMs Through Reinforcement Learning and explain how reinforcement …
 
Tiny Recursive Model (TRM) Paper Explained

Tiny Recursive Model (TRM) Paper Explained

AI Papers Academy October 24, 2025
In this video, we break down the paper Less is More: Recursive Reasoning with Tiny Networks, which introduces the Tiny …
 
DINOv3 Paper Explained: The Computer Vision Foundation Model

DINOv3 Paper Explained: The Computer Vision Foundation Model

AI Papers Academy September 24, 2025
In this video, we break down Meta AI’s DINOv3, the latest advancement in computer vision foundation models. Much like large …
 
The Era of Hierarchical Reasoning Models

The Era of Hierarchical Reasoning Models

AI Papers Academy August 20, 2025
Check out Emergent here: https://emergent.1stcollab.com/aipapersacademy Can AI models learn to reason more like humans? The Hierarchical Reasoning Model (HRM) is …
 
Darwin Gödel Machine Explained: Self-Improving AI Agents

Darwin Gödel Machine Explained: Self-Improving AI Agents

AI Papers Academy June 14, 2025
In this video, we dive into Darwin Gödel Machine (DGM), introduced in a recent paper from Sakana AI and the …
 
Continuous Thought Machines (CTMs) - The Era of AI Beyond Transformers?

Continuous Thought Machines (CTMs) - The Era of AI Beyond Transformers?

AI Papers Academy June 4, 2025
In this video we dive into Continuous Thought Machines (CTMs), introduced in a recent paper from sakana.ai. Continuous Thought Machines …
 
Perception Language Models (PLMs) by Meta – A Fully Open SOTA VLM

Perception Language Models (PLMs) by Meta – A Fully Open SOTA VLM

AI Papers Academy May 3, 2025
In this video, we dive into Perception Language Models (PLMs), introduced in a recent paper from Meta titled PerceptionLM: Open-Access …
 
GRPO Reinforcement Learning Explained (DeepSeekMath Paper)

GRPO Reinforcement Learning Explained (DeepSeekMath Paper)

AI Papers Academy April 10, 2025
In this video, we dive deep into the paper "DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models", …
 
GRPO 2.0? DAPO LLM Reinforcement Learning Explained

GRPO 2.0? DAPO LLM Reinforcement Learning Explained

AI Papers Academy March 25, 2025
In this video, we break down DAPO: An Open-Source LLM Reinforcement Learning System at Scale — a new research paper …
 
Cheating LLMs & How (Not) To Stop Them | OpenAI Paper Explained

Cheating LLMs & How (Not) To Stop Them | OpenAI Paper Explained

AI Papers Academy March 14, 2025
What if the most advanced AI models are secretly cheating the systems they’re meant to follow? 😳 In this video, …
 
START by Alibaba: Teaching LLMs to Debug Their Thinking with Python

START by Alibaba: Teaching LLMs to Debug Their Thinking with Python

AI Papers Academy March 8, 2025
Can AI debug its own reasoning? In this video, we explore an exciting research paper from Alibaba titled START: Self-Taught …
 
SWE-RL by Meta — Reinforcement Learning for Software Engineering LLMs

SWE-RL by Meta — Reinforcement Learning for Software Engineering LLMs

AI Papers Academy February 28, 2025
In this video, we dive into a new Meta research paper: "SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open …