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Yoshua Bengio

3 articles · Page 1 of 1
Software Engineering 3.0 Era
Software Engineering 3.0 Era
Oct 6, 2026 · Artificial Intelligence

Hinton & Bengio Paper Warns: AI R&D Automation May Trigger Intelligence Explosion Within Years

A paper co-authored by Hinton, Bengio, and 23 leading AI researchers finds AI R&D automation is advancing rapidly — Anthropic data shows AI-approved code rose from single digits to over 80% and fully autonomous R&D work from 1% to 26% in months — and models a recursive feedback loop with return-on-research-effort (r) of 1.2–1.9, implying a potential 10× acceleration in AI progress within 1.5 years. The authors analyze four friction factors, identify three major societal risks (capability outpacing adaptation, loss of human control, erosion of power balances), and urge policymakers to urgently gain visibility into internal AI R&D automation, develop steering and constraint mechanisms, and prepare societal adaptation plans before the window for action closes.

AI R&D automationAI governanceAI policy
0 likes · 29 min read
Hinton & Bengio Paper Warns: AI R&D Automation May Trigger Intelligence Explosion Within Years
PaperAgent
PaperAgent
Jun 1, 2026 · Artificial Intelligence

Bengio’s New Parallel Multi‑Trajectory Reasoning Paradigm

The article introduces GRAM (Generative Recursive Reasoning Models), a parallel multi‑trajectory inference framework that replaces deterministic single‑track recursion with stochastic latent transitions and width scaling, achieving state‑of‑the‑art results on Sudoku‑Extreme, ARC‑AGI, N‑Queens and Graph Coloring benchmarks.

GRAMGenerative Recursive ReasoningYoshua Bengio
0 likes · 9 min read
Bengio’s New Parallel Multi‑Trajectory Reasoning Paradigm
PaperAgent
PaperAgent
Dec 8, 2025 · Artificial Intelligence

What Is Human‑AI Alignment? A New Framework from NeurIPS 2025

At NeurIPS 2025, Yoshua Bengio presented a Human‑AI Alignment tutorial introducing a dynamic, bidirectional framework that emphasizes pluralistic goals, human control across the data‑training‑evaluation‑deployment pipeline, and socio‑technical oversight, while detailing foundations, methods, practical assessments, and future challenges.

AI ethicsAI safetyAlignment Framework
0 likes · 5 min read
What Is Human‑AI Alignment? A New Framework from NeurIPS 2025