DHP: Efficient Scaling of MLLM Training with Dynamic Hybrid Parallelism

DHP: Efficient Scaling of MLLM Training with Dynamic Hybrid Parallelism

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 25 Feb 2026] Title:DHP: Efficient Scaling of MLLM Training with Dynamic Hybrid Parallelism View PDF

Energy Efficient Federated Learning with Hyperdimensional Computing over Wireless Communication Networks

Energy Efficient Federated Learning with Hyperdimensional Computing over Wireless Communication Networks

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 25 Feb 2026] Title:Energy Efficient Federated Learning with Hyperdimensional Computing over Wireless

EPSVec: Efficient and Private Synthetic Data Generation via Dataset Vectors

EPSVec: Efficient and Private Synthetic Data Generation via Dataset Vectors

• Computer Science > Computation and Language [Submitted on 31 Jan 2026] Title:EPSVec: Efficient and Private Synthetic Data Generation via Dataset Vectors View PDF HTML (experiment

Research & Labs · February 26, 2026 (updated February 26, 2026) · 2 min · 253 words
LLMTailor: A Layer-wise Tailoring Tool for Efficient Checkpointing of Large Language Models

LLMTailor: A Layer-wise Tailoring Tool for Efficient Checkpointing of Large Language Models

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 25 Feb 2026] Title:LLMTailor: A Layer-wise Tailoring Tool for Efficient Checkpointing of Large Langu

Nexus: Efficient and Scalable Multi-Cell mmWave Baseband Processing with Heterogeneous Compute

Nexus: Efficient and Scalable Multi-Cell mmWave Baseband Processing with Heterogeneous Compute

• Computer Science > Networking and Internet Architecture [Submitted on 4 Sep 2025 (v1), last revised 25 Feb 2026 (this version, v2)] Title:Nexus: Efficient and Scalable Multi-Cell

Making Softmax More Efficient with NVIDIA Blackwell Ultra

Making Softmax More Efficient with NVIDIA Blackwell Ultra

• LLM context lengths are exploding, and architectures are moving toward complex attention schemes like Multi-Head Latent Attention (MLA) and Grouped Query Attention (GQA) • As a r

Quantum discovery could enable efficient battery-free, energy-harvesting devices

Quantum discovery could enable efficient battery-free, energy-harvesting devices

• Quantum discovery could enable efficient battery-free, energy-harvesting devices Quantum material converts ambient alternating signals into usable direct current without magnets

Heterogeneity-Aware Client Selection Methodology For Efficient Federated Learning

Heterogeneity-Aware Client Selection Methodology For Efficient Federated Learning

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 24 Feb 2026] Title:Heterogeneity-Aware Client Selection Methodology For Efficient Federated Learning

Semantic Parallelism: Redefining Efficient MoE Inference via Model-Data Co-Scheduling

Semantic Parallelism: Redefining Efficient MoE Inference via Model-Data Co-Scheduling

• Computer Science > Machine Learning [Submitted on 6 Mar 2025 (v1), last revised 24 Feb 2026 (this version, v4)] Title:Semantic Parallelism: Redefining Efficient MoE Inference via

Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO

Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO

• Computer Science > Machine Learning [Submitted on 5 Feb 2026] Title:Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO View PDF

Research & Labs · February 23, 2026 (updated February 24, 2026) · 2 min · 334 words
Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies

Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies

• Computer Science > Artificial Intelligence [Submitted on 20 Feb 2026] Title:Diffusing to Coordinate: Efficient Online Multi-Agent Diffusion Policies View PDF HTML (experimental)A

Research & Labs · February 23, 2026 (updated February 24, 2026) · 1 min · 206 words
Walrus: An Efficient Decentralized Storage Network

Walrus: An Efficient Decentralized Storage Network

• Computer Science > Distributed, Parallel, and Cluster Computing [Submitted on 8 May 2025 (v1), last revised 20 Feb 2026 (this version, v3)] Title:Walrus: An Efficient Decentraliz

Efficient witnessing and testing of magic in mixed quantum states

• Abstract Nonstabilizerness, or ‘magic’, is a crucial resource for quantum computation, but quantifying the magic of mixed states has been a notoriously difficult task. • We intro

Quantum Computing · February 21, 2026 (updated February 24, 2026) · 2 min · 283 words
UPER: Efficient Utility-driven Partially-ordered Episode Rule Mining

UPER: Efficient Utility-driven Partially-ordered Episode Rule Mining

• Computer Science > Databases [Submitted on 7 Feb 2026] Title:UPER: Efficient Utility-driven Partially-ordered Episode Rule Mining View PDF HTML (experimental)Abstract:Episode min

Research & Labs · February 20, 2026 (updated February 24, 2026) · 2 min · 227 words
60% efficient method: Chemical used to create much of world's plastics produced from waste gas

60% efficient method: Chemical used to create much of world's plastics produced from waste gas

• 60% efficient method: Chemical used to create much of world’s plastics produced from waste gas The method can be used with renewable energy sources to help pave the way for a gre

Language Model Representations for Efficient Few-Shot Tabular Classification

Language Model Representations for Efficient Few-Shot Tabular Classification

• Computer Science > Computation and Language [Submitted on 21 Jan 2026] Title:Language Model Representations for Efficient Few-Shot Tabular Classification View PDF HTML (experimen

Research & Labs · February 19, 2026 (updated February 24, 2026) · 2 min · 268 words
Refined Bayesian Optimization for Efficient Beam Alignment in Intelligent Indoor Wireless Environments

Refined Bayesian Optimization for Efficient Beam Alignment in Intelligent Indoor Wireless Environments

• Computer Science > Networking and Internet Architecture [Submitted on 12 Nov 2025 (v1), last revised 17 Feb 2026 (this version, v2)] Title:Refined Bayesian Optimization for Effic

Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

• Computer Science > Artificial Intelligence [Submitted on 17 Feb 2026] Title:Towards Efficient Constraint Handling in Neural Solvers for Routing Problems View PDF HTML (experiment

Research & Labs · February 19, 2026 (updated February 24, 2026) · 2 min · 288 words
Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

Towards Efficient Constraint Handling in Neural Solvers for Routing Problems

• Computer Science > Artificial Intelligence [Submitted on 17 Feb 2026] Title:Towards Efficient Constraint Handling in Neural Solvers for Routing Problems View PDF HTML (experiment

Research · February 19, 2026 (updated February 19, 2026) · 2 min · 267 words
Laser writing in glass for dense, fast and efficient archival data storage

Laser writing in glass for dense, fast and efficient archival data storage

• Abstract Long-term preservation of digital information is vital for safeguarding the knowledge of humanity for future generations. • Existing archival storage solutions, such as

Science · February 19, 2026 (updated February 24, 2026) · 1 min · 154 words
Creating the World's Most Efficient Quadcopter Drone

Creating the World's Most Efficient Quadcopter Drone

• Although not a typical focus of people who fly quadcopter drones for a hobby or living, endurance flying has a certain appeal to it for the challenge it offers. • Thus, as part o

How low-bit inference enables efficient AI

How low-bit inference enables efficient AI

• In just the past few years, large machine learning models have made incredible strides. • Today’s models are not only remarkably capable but also achieve impressive results acros

Engineering Blogs · February 12, 2026 (updated February 25, 2026) · 2 min · 295 words
How low-bit inference enables efficient AI

How low-bit inference enables efficient AI

• In just the past few years, large machine learning models have made incredible strides. • Today’s models are not only remarkably capable but also achieve impressive results acros

AI for Smarter, More Powerful, More Efficient Particle Accelerators

AI for Smarter, More Powerful, More Efficient Particle Accelerators

• AI for Smarter, More Powerful, More Efficient Particle Accelerators Article AI Particle accelerators are powerful tools that have revolutionized research in physics, chemistry, m

Research & Labs · February 2, 2026 (updated February 24, 2026) · 2 min · 315 words
AI for Smarter, More Powerful, More Efficient Particle Accelerators

AI for Smarter, More Powerful, More Efficient Particle Accelerators

• AI for Smarter, More Powerful, More Efficient Particle Accelerators Article AI Particle accelerators are powerful tools that have revolutionized research in physics, chemistry, m

Research · February 2, 2026 (updated February 19, 2026) · 2 min · 294 words
Efficient cooling method could enable chip-based trapped-ion quantum computers

Efficient cooling method could enable chip-based trapped-ion quantum computers

• Breadcrumb MIT News Efficient cooling method could enable chip-based trapped-ion quantum computers Efficient cooling method could enable chip-based trapped-ion quantum computers

Quantum Computing · January 15, 2026 (updated February 24, 2026) · 2 min · 265 words