Skip to content

usdaed

  • Science
  • Who is Denis Avetissian?

Science

Tracing System Secrets: Machine Learning from Kernel Call Graphs

06.12.2025 by qfx

The system orchestrates an encryption detection process, acknowledging that each step-from initial data input to final classification-introduces potential vulnerabilities, and that the entire structure is fundamentally a prediction of eventual compromise, rather than a fortress against it.

A new approach leverages the Linux kernel’s ftrace function graph tracer and machine learning to identify subtle system behaviors, including the detection of encryption activity.

Categories Science

Planning for the Future: A New Approach to Offline Reinforcement Learning

06.12.2025 by qfx

The algorithm demonstrates robust performance on a D4RL dataset by modulating a rollout truncation threshold-defined by the uncertainty quantile $\zeta$ ranging from 0.9 to 1.0-and achieving normalized scores in real environments without relying on conservative methods, as evidenced by the estimated Q-values and the median with interquartile range observed across 100 training rollouts.

Researchers have developed a novel algorithm that tackles long-term decision-making in offline reinforcement learning, improving performance on challenging datasets.

Categories Science

Rewarding Progress: Smarter Signals for Reinforcement Learning

06.12.2025 by qfx

Designing effective reward functions remains a critical challenge in reinforcement learning, and this review explores novel approaches to crafting dense rewards that accelerate agent training and improve performance.

Categories Science

Charting Safer Seas: AI Detects Anomalous Vessel Behavior Without Sharing Data

05.12.2025 by qfx

Anomaly events for vessel 265501910 demonstrate a many-to-many relationship between broader $M^3$ events (red) and more specific $M^3$fed events (black), highlighting significant overlap and interdependence in their occurrences.

A new approach to maritime anomaly detection leverages federated learning to identify unusual vessel movements while preserving data privacy and reducing communication overhead.

Categories Science

Predicting the Future: A Guide to Regression Analysis

05.12.2025 by qfx

Rental prices in the vicinity of a university are subject to regression analysis, demonstrating quantifiable relationships between property characteristics and market value.

From simple linear models to the power of deep learning, this review offers a complete exploration of techniques for understanding relationships in data.

Categories Science

Beyond the Hype: Smarter Crypto Forecasting with Selective Data

05.12.2025 by qfx

The PMformer architecture, as detailed in [lee2024partial], leverages a novel approach to sequence modeling, offering a potentially efficient alternative to traditional transformers by focusing on partial information processing.

A new approach to time series prediction leverages a streamlined transformer model and targeted feature selection to improve accuracy in volatile cryptocurrency markets.

Categories Science

Spotting the Glitch: A New Approach to Deepfake Detection

05.12.2025 by qfx

A method introduces subtle temporal artifacts into video sequences by perturbing facial landmarks with a pretrained Landmark Perturbation Network, subsequently modulating facial regions to embed these artifacts and generate training data for deepfake detection models.

Researchers are moving beyond superficial visual cues to identify deepfakes by focusing on subtle inconsistencies in facial movements and temporal artifacts.

Categories Science

Unlocking the Black Box: Making Graph AI Understandable

05.12.2025 by qfx

Pattern-based explainable graph representation learning, facilitated by Graph Neural Networks (GNNs), establishes a framework for understanding complex relationships within graph-structured data through discernible patterns.

A new framework combines the power of graph neural networks with pattern analysis to build more transparent and reliable graph-based artificial intelligence.

Categories Science

Old Money, New Algorithms: Can Machines Grade Rare Coins?

05.12.2025 by qfx

A new study pits traditional feature engineering against deep learning to determine the best approach for automatically assessing the condition of valuable Saint-Gaudens Double Eagle coins.

Categories Science

Smart Speculation: Rethinking How Language Models Reason

05.12.2025 by qfx

Arbitrage consistently enhances the efficiency of computation relative to quality across diverse benchmarks-MATH500 and OlympiadBench-and model configurations-including LLaMA3 (1B/8B, 8B/70B) and Qwen2.5-Math (3bit-7B/7B)-by achieving demonstrably higher accuracy at comparable acceptance rates.

A new framework, Arbitrage, dramatically improves the efficiency of large language models by intelligently switching between draft and refined text generation.

Categories Science
Older posts
Newer posts
← Previous Page1 … Page116 Page117 Page118 … Page141 Next →
© 2026 usdaed • Built with GeneratePress