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Skolkovo and CentralUn universities discuss AI advancements and active learning strategies

By PulseAugur Editorial · [6 sources] ·

A recent meetup of tech universities, Skolkovo and CentralUn, highlighted the evolution of scientific methodology. The discussion traced the progression from theoretical science to experimental, computational, and finally big data science over the last 25 centuries. Key topics included active learning strategies for LLMs, model pruning for efficiency, and the use of topological autoencoders for data simplification. AI

IMPACT Highlights advancements in active learning and model optimization techniques for LLMs, potentially improving efficiency and performance.

RANK_REASON The cluster discusses academic concepts like active learning and model pruning in the context of LLMs, originating from a meetup of tech universities.

Read on Mastodon — mastodon.social →

AI-generated summary · Google Gemini · from 6 sources. How we write summaries →

Skolkovo and CentralUn universities discuss AI advancements and active learning strategies

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The cluster discusses academic concepts like active learning and model pruning in the context of LLMs, originating from a meetup of tech universities.
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COVERAGE [6]

  1. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P5: Skolkovo and CentralUn [2025-05-28 Wed] https:// github.com/luo-junyu/Awesome-A gent-Papers # dailyreport # conference # ai # aitrends # techtrends #

    Title: P5: Skolkovo and CentralUn [2025-05-28 Wed] https:// github.com/luo-junyu/Awesome-A gent-Papers # dailyreport # conference # ai # aitrends # techtrends # tech # programming # science # systems # aiengineering # learing

  2. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P4: Skolkovo and CentralUn [2025-05-28 Wed] - *Expected Model Change:* The instance selected is the one that would impart the most change to the current

    Title: P4: Skolkovo and CentralUn [2025-05-28 Wed] - *Expected Model Change:* The instance selected is the one that would impart the most change to the current model if its label were known (computed by calculating the expected gradient magnitude with respect to the loss function…

  3. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P3: Skolkovo and CentralUn [2025-05-28 Wed] VAEs). There is a risk of generating unrealistic examples. AL Strategies: - *Uncertainty Sampling:* The model

    Title: P3: Skolkovo and CentralUn [2025-05-28 Wed] VAEs). There is a risk of generating unrealistic examples. AL Strategies: - *Uncertainty Sampling:* The model queries the instance for which it has the least confidence in its current predictions. - *Query by Committee:* Multiple…

  4. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P2: Skolkovo and CentralUn [2025-05-28 Wed] - *Stream-based* We check every new instance, which carries the risk of missing informative examples. - *Pool

    Title: P2: Skolkovo and CentralUn [2025-05-28 Wed] - *Stream-based* We check every new instance, which carries the risk of missing informative examples. - *Pool-based* We have a pool of instances to choose from. This is an optimization problem and may be costly. - *Generate* We g…

  5. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P1: Skolkovo and CentralUn [2025-05-28 Wed] - Active learing (AL) as part of advanced LLM systems. - Pruning and reducing large LLMs to increase speed in

    Title: P1: Skolkovo and CentralUn [2025-05-28 Wed] - Active learing (AL) as part of advanced LLM systems. - Pruning and reducing large LLMs to increase speed in tasks. - Optimization as the core of most modern algorithms. - Topological Autoncoders is cool tool for 3D and audio si…

  6. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Title: P0: Skolkovo and CentralUn [2025-05-28 Wed] # programming # science # systems # aiengineering # learing I was at meetup of biggest tech universities: Sko

    Title: P0: Skolkovo and CentralUn [2025-05-28 Wed] # programming # science # systems # aiengineering # learing I was at meetup of biggest tech universities: Skolkovo and CentralUn. Highlights: - Science history: 1) Theory ~25 centuries 2) Experiment ~5 cent. 3) Computational scie…

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