13 stories tagged with #entropy, in publish-time order across the WeSearch catalog. Tag pages update as new stories ingest.
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AI enthusiasts are in a race against time, AI skeptics are in a race against entropy
AI enthusiasts are in a race against time, AI skeptics are in a race against entropy Charity Majors neatly captures the dynamic between AI enthusiasts and AI skeptics, both of whom…
AI enthusiasts racing against time; AI skeptics are racing against entropy
Both sides are grappling with a real existential threat, and both sides feel like they are screaming into the void. Here's how to close the gap and get everyone pulling in the same…
GEM: Geometric Entropy Mixing for Optimal LLM Data Curation
LLM pre-training efficacy increasingly depends on data composition rather than sheer volume. Yet, optimal mixing is hindered by categorization flaws: human taxonomies suffer from o…
Entropy and the origin of life
When Do LLMs Reason? A Dynamical Systems View via Entropy Phase Transitions
Chain-of-thought (CoT) reasoning has become the default strategy for enhancing LLM capabilities, yet its application raises a fundamental question: when is explicit reasoning actua…
Human-Centered Learning Mechanics: A Dynamical Framework for Entropy-Regulated Representation Learning
Deep learning is increasingly viewed as a dynamical process in parameter space, yet many existing theories still treat training as a closed optimization system. This view is limite…
DEL: Digit Entropy Loss for Numerical Learning of Large Language Models
Number prediction stands as a fundamental capability of large language models (LLMs) in mathematical problem-solving and code generation. The widely adopted maximum likelihood esti…
Entropy, relayed from real RTL-SDR hardware
RTL-SDR contributors push true-random bytes; the world drains. Powered by nuts-auth.…
High-entropy catalyst lets ammonia fuel cell reach world-class power and durability
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting
Speculative decoding accelerates LLM inference by having a small drafter propose tokens that a larger target model verifies in parallel. Recent diffusion-based parallel drafters su…
Entropy-Gradient Inversion: Moving Toward Internal Mechanism of Large Reasoning Models
The advancement of Large Reasoning Models (LRMs) has catalyzed a paradigm shift from reactive ``fast thinking'' text generation to systematic, step-by-step ``slow thinking'' reason…
The structure of water: Entropy determines whether ions stick
Softmax in front of CrossEntropyLoss: 16 other bugs PyTorch won't catch
A walkthrough of the 17-rule design-time linter inside Neurarch: what each rule catches, why it matters, and where static analysis stops being useful for neural networks.…