Machine Learning

Artificial intelligence for robots with human-inspired hands advances and expands machine learning capabilities in the new generation of robotics.

The evolution of artificial intelligence and robotics has entered a new chapter with the launch of the GENE-26.5 model, developed by the ...

Accelerating science with AI and simulations

MIT Professor Rafael Gómez-Bombarelli discusses the transformative potential of AI in scientific research, emphasizing its role in materi...

Academy and ASN Joint Task Force Publishes Artificial Intelligence and Machine Learning Resource Guide

[2403.03208] Active Statistical Inference

Abstract page for arXiv paper 2403.03208: Active Statistical Inference

[2603.13970] Shapes are not enough: CONSERVAttack and its use for finding vulnerabilities and uncertainties in machine learning applications

Abstract page for arXiv paper 2603.13970: Shapes are not enough: CONSERVAttack and its use for finding vulnerabilities and uncertainties ...

[2603.11090] Interventional Time Series Priors for Causal Foundation Models

Abstract page for arXiv paper 2603.11090: Interventional Time Series Priors for Causal Foundation Models

[2603.11703] EvoFlows: Evolutionary Edit-Based Flow-Matching for Protein Engineering

Abstract page for arXiv paper 2603.11703: EvoFlows: Evolutionary Edit-Based Flow-Matching for Protein Engineering

[2601.16074] Explainable AI to Improve Machine Learning Reliability for Industrial Cyber-Physical Systems

Abstract page for arXiv paper 2601.16074: Explainable AI to Improve Machine Learning Reliability for Industrial Cyber-Physical Systems

[2601.23155] SPICE: Submodular Penalized Information-Conflict Selection for Efficient Large Language Model Training

Abstract page for arXiv paper 2601.23155: SPICE: Submodular Penalized Information-Conflict Selection for Efficient Large Language Model T...

[2601.15474] BadImplant: Injection-based Multi-Targeted Graph Backdoor Attack

Abstract page for arXiv paper 2601.15474: BadImplant: Injection-based Multi-Targeted Graph Backdoor Attack

[2601.11471] Low-Rank Key Value Attention

Abstract page for arXiv paper 2601.11471: Low-Rank Key Value Attention

[2601.04268] Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using Reinforcement Learning

Abstract page for arXiv paper 2601.04268: Replacing Tunable Parameters in Weather and Climate Models with State-Dependent Functions using...

[2512.19253] Machine Unlearning in the Era of Quantum Machine Learning: An Empirical Study

Abstract page for arXiv paper 2512.19253: Machine Unlearning in the Era of Quantum Machine Learning: An Empirical Study

[2511.20779] CHiQPM: Calibrated Hierarchical Interpretable Image Classification

Abstract page for arXiv paper 2511.20779: CHiQPM: Calibrated Hierarchical Interpretable Image Classification

[2511.19693] TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding

Abstract page for arXiv paper 2511.19693: TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding

[2511.11663] SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization

Abstract page for arXiv paper 2511.11663: SpecQuant: Spectral Decomposition and Adaptive Truncation for Ultra-Low-Bit LLMs Quantization

[2511.11159] Adaptive Symmetrization of the KL Divergence

Abstract page for arXiv paper 2511.11159: Adaptive Symmetrization of the KL Divergence

[2510.26083] Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism

Abstract page for arXiv paper 2510.26083: Nirvana: A Specialized Generalist Model With Task-Aware Memory Mechanism

[2511.03595] Tensor-Efficient High-Dimensional Q-learning

Abstract page for arXiv paper 2511.03595: Tensor-Efficient High-Dimensional Q-learning

[2510.23868] GIFT: Group-Relative Implicit Fine-Tuning Integrates GRPO with DPO and UNA

Abstract page for arXiv paper 2510.23868: GIFT: Group-Relative Implicit Fine-Tuning Integrates GRPO with DPO and UNA

[2510.05261] ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks

Abstract page for arXiv paper 2510.05261: ECLipsE-Gen-Local: Efficient Compositional Local Lipschitz Estimates for Deep Neural Networks

[2510.03046] Bayesian E(3)-Equivariant Interatomic Potential with Iterative Restratification of Many-body Message Passing

Abstract page for arXiv paper 2510.03046: Bayesian E(3)-Equivariant Interatomic Potential with Iterative Restratification of Many-body Me...

[2509.22981] MDP modeling for multi-stage stochastic programs

Abstract page for arXiv paper 2509.22981: MDP modeling for multi-stage stochastic programs