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Axis of Ordinary
07.04.202507:20
Links for 2025-04-04
AI
1. Inference-Time Scaling for Generalist Reward Modeling — DeepSeek-GRM models automatically generate judging principles and critiques without needing a human in the loop to achieve better reward scaling with inference-time compute. https://arxiv.org/abs/2504.02495
2. What if AI could write creative stories and insightful #DeepResearch reports like an expert? Heterogeneous recursive planning enables this via adaptive subgoals and dynamic execution. Agents dynamically replan and weave retrieval, reasoning, and composition mid-flow. http://writehere.site/
3. LLM Social Simulations Are a Promising Research Method https://arxiv.org/abs/2504.02234
4. Evaluating AI’s Ability to Replicate AI Research: “We evaluate several frontier models on PaperBench, finding that the best-performing tested agent, Claude 3.5 Sonnet (New) with open-source scaffolding, achieves an average replication score of 21.0%. Finally, we recruit top ML PhDs to attempt a subset of PaperBench, finding that models do not yet outperform the human baseline.” https://openai.com/index/paperbench/
5. New in NotebookLM: Discover sources from around the web https://blog.google/technology/google-labs/notebooklm-discover-sources/
6. 3 ways to level up your studying with NotebookLM https://blog.google/technology/google-labs/notebooklm-studying-help/
7. Amazon Unveils Nova Act: The AI That Browses for You https://labs.amazon.science/blog/nova-act
8. Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation https://co-training.github.io/
9. Invasion of the Home Humanoid Robots: Dozens of companies are building robots that look like humans. One of them is training a machine to be a butler and will soon test them in homes. https://www.nytimes.com/2025/04/04/technology/humanoid-robots-1x.html [no paywall: https://archive.is/qh7nt]
10. FACTS: A Factored State-Space Framework For World Modelling https://arxiv.org/abs/2410.20922
11. FlowR: Flowing from Sparse to Dense 3D Reconstructions https://tobiasfshr.github.io/pub/flowr/
12. How the U.S. Public and AI Experts View Artificial Intelligence https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/
Science
1. A new meta-analysis and systematic review on the effects of social media abstinence interventions on mental health has been published. First result: No effect on positive affect. https://www.nature.com/articles/s41598-025-90984-3
2. Genetic timeline of human brain and cognitive traits https://www.biorxiv.org/content/10.1101/2023.02.05.525539v1
AI
1. Inference-Time Scaling for Generalist Reward Modeling — DeepSeek-GRM models automatically generate judging principles and critiques without needing a human in the loop to achieve better reward scaling with inference-time compute. https://arxiv.org/abs/2504.02495
2. What if AI could write creative stories and insightful #DeepResearch reports like an expert? Heterogeneous recursive planning enables this via adaptive subgoals and dynamic execution. Agents dynamically replan and weave retrieval, reasoning, and composition mid-flow. http://writehere.site/
3. LLM Social Simulations Are a Promising Research Method https://arxiv.org/abs/2504.02234
4. Evaluating AI’s Ability to Replicate AI Research: “We evaluate several frontier models on PaperBench, finding that the best-performing tested agent, Claude 3.5 Sonnet (New) with open-source scaffolding, achieves an average replication score of 21.0%. Finally, we recruit top ML PhDs to attempt a subset of PaperBench, finding that models do not yet outperform the human baseline.” https://openai.com/index/paperbench/
5. New in NotebookLM: Discover sources from around the web https://blog.google/technology/google-labs/notebooklm-discover-sources/
6. 3 ways to level up your studying with NotebookLM https://blog.google/technology/google-labs/notebooklm-studying-help/
7. Amazon Unveils Nova Act: The AI That Browses for You https://labs.amazon.science/blog/nova-act
8. Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation https://co-training.github.io/
9. Invasion of the Home Humanoid Robots: Dozens of companies are building robots that look like humans. One of them is training a machine to be a butler and will soon test them in homes. https://www.nytimes.com/2025/04/04/technology/humanoid-robots-1x.html [no paywall: https://archive.is/qh7nt]
10. FACTS: A Factored State-Space Framework For World Modelling https://arxiv.org/abs/2410.20922
11. FlowR: Flowing from Sparse to Dense 3D Reconstructions https://tobiasfshr.github.io/pub/flowr/
12. How the U.S. Public and AI Experts View Artificial Intelligence https://www.pewresearch.org/internet/2025/04/03/how-the-us-public-and-ai-experts-view-artificial-intelligence/
Science
1. A new meta-analysis and systematic review on the effects of social media abstinence interventions on mental health has been published. First result: No effect on positive affect. https://www.nature.com/articles/s41598-025-90984-3
2. Genetic timeline of human brain and cognitive traits https://www.biorxiv.org/content/10.1101/2023.02.05.525539v1
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