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CS Academicsβ€’β€’4 min readβ€’625 words

πŸ€– SANER 2025 Conference - Day 2 Highlights

πŸ‘οΈ0reads (human + AI)πŸ€–0AI ingestions

πŸ€– SANER 2025 Conference - Day 2 Highlights

This article summarizes key highlights from the second day of the SANER 2025 conference, including attendance figures, paper acceptance rates, and a special robot guest.

Key Points:

β€’ Over 210 attendees from 28 countries.

β€’ 52 research papers accepted out of 225 submissions (23.1% acceptance rate).

β€’ Special robot guest kicked off the day's events.

πŸ”— Resources:

β€’ Masud β†— - Conference attendee

β€’ SANER Conference β†— - Official conference account

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πŸ’‘ RecSys 2025 - Call for Short Papers

This article announces a call for short papers for the RecSys 2025 conference, highlighting the shorter submission deadline.

Key Points:

β€’ Abstracts due April 22nd.

β€’ Papers due April 29th.

β€’ Opportunity to submit shorter papers.

πŸ”— Resources:

β€’ RecSys 2025 β†— - Call for papers

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πŸ’‘ AI User Experience - Negative Impact of Credits

This article discusses the negative psychological effects of using credits in AI systems.

Key Points:

β€’ Credits create a feeling of scarcity.

β€’ Users may feel constantly running out of resources.

β€’ This can lead to decreased usage and negative user experiences.


πŸ€– GPT-4.5 Development - ML and Systems Challenges

This article describes the challenges involved in developing GPT-4.5, highlighting the complex interplay of machine learning and systems engineering.

Key Points:

β€’ Requires complex work at intersection of ML and systems.

β€’ Difficult to get math and ML correct at scale.

πŸ”— Resources:

β€’ Colin Wei β†— - Contributor to GPT-4.5 development

β€’ Yujia Jin β†— - Contributor to GPT-4.5 development

β€’ Mikhail Pavlov β†— - Contributor to GPT-4.5 development


πŸ€– GPT-4.5 Rollout - Phased Approach

This article outlines the planned rollout of GPT-4.5 to the Plus tier, explaining the reasons for a phased approach.

Key Points:

β€’ Phased rollout over several days.

β€’ Prevents launching with very low rate limits.


πŸ’‘ Prompt Engineering - Empirical Findings

This article summarizes findings from a prompt engineering report, highlighting the ineffectiveness of certain prompting techniques.

Key Points:

β€’ "Please" doesn't consistently improve results.

β€’ Benchmark selection significantly impacts evaluation.

πŸ”— Resources:

β€’ Generative AI Lab at Wharton β†— - Source of the prompt engineering report

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πŸ€– Graph-Native AI - Emergent Properties

This article describes a graph-native AI model that develops a dynamic relational world model without pre-programming, exhibiting emergent properties.

Key Points:

β€’ Model develops dynamic relational world model.

β€’ Emergent hubs, small-world properties, modularity, and scale-free structures arose.

β€’ Model exploits compositional reasoning.

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πŸ’‘ Saudi Arabia - Vision 2030 and Moderate Islam

This article discusses Crown Prince Mohammed bin Salman's vision for a more moderate Islam in Saudi Arabia.

Key Points:

β€’ Aim to return to moderate Islam open to the world.

β€’ Focus on addressing extremism among the young population.

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πŸ’‘ Future Research Directions - Focus Areas

This article outlines the future research focus areas of a researcher in the field of computation, emergence, translation, and 21st-century science.

Key Points:

β€’ Focus on emergence and computation.

β€’ Focus on writing and translation.

β€’ Focus on 21st-century science, whole earth flourishing and civil liberties.

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πŸ€– Neural Networks - Short-Term Memory Geometry

This article discusses a new research paper exploring the geometry of short-term memory in neural networks.

Key Points:

β€’ Explores geometry of short-term memory in neural networks.

β€’ Reveals limits in how information can be stored.

πŸ”— Resources:

β€’ Baris Kurtkaya β†— - Lead author of the research paper

β€’ Fatih DinΓ§er β†— - Co-author of the research paper

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Co founder @ PartPilot | 1 x Acquired Founder | Canopy @ f.inc | Cybersec @ DSU | 2x International Hackathon πŸ†. Read more on drix10.com.