Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework

Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework

• Computer Science > Artificial Intelligence [Submitted on 4 Feb 2026] Title:Human-Centered Explainable AI for Security Enhancement: A Deep Intrusion Detection Framework View PDF H

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 232 words
Intelligence as Trajectory-Dominant Pareto Optimization

Intelligence as Trajectory-Dominant Pareto Optimization

• Computer Science > Artificial Intelligence [Submitted on 28 Jan 2026] Title:Intelligence as Trajectory-Dominant Pareto Optimization View PDF HTML (experimental)Abstract:Despite r

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 255 words
Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains

Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains

• Computer Science > Artificial Intelligence [Submitted on 29 Jan 2026] Title:Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains View PDF HTML (exp

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 223 words
MAPLE: A Sub-Agent Architecture for Memory, Learning, and Personalization in Agentic AI Systems

MAPLE: A Sub-Agent Architecture for Memory, Learning, and Personalization in Agentic AI Systems

• Computer Science > Artificial Intelligence [Submitted on 3 Feb 2026] Title:MAPLE: A Sub-Agent Architecture for Memory, Learning, and Personalization in Agentic AI Systems View PD

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 284 words
NL2LOGIC: AST-Guided Translation of Natural Language into First-Order Logic with Large Language Models

NL2LOGIC: AST-Guided Translation of Natural Language into First-Order Logic with Large Language Models

• Computer Science > Artificial Intelligence [Submitted on 29 Jan 2026] Title:NL2LOGIC: AST-Guided Translation of Natural Language into First-Order Logic with Large Language Models

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 250 words
PlotChain: Deterministic Checkpointed Evaluation of Multimodal LLMs on Engineering Plot Reading

PlotChain: Deterministic Checkpointed Evaluation of Multimodal LLMs on Engineering Plot Reading

• Computer Science > Artificial Intelligence [Submitted on 29 Jan 2026] Title:PlotChain: Deterministic Checkpointed Evaluation of Multimodal LLMs on Engineering Plot Reading View P

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 280 words
ProMoral-Bench: Evaluating Prompting Strategies for Moral Reasoning and Safety in LLMs

ProMoral-Bench: Evaluating Prompting Strategies for Moral Reasoning and Safety in LLMs

• Computer Science > Artificial Intelligence [Submitted on 5 Feb 2026] Title:ProMoral-Bench: Evaluating Prompting Strategies for Moral Reasoning and Safety in LLMs View PDF HTML (e

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 232 words
Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning

Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning

• Computer Science > Artificial Intelligence [Submitted on 23 Jan 2026] Title:Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning View PDF HTML (experimental)Abstr

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 243 words
Stay in Character, Stay Safe: Dual-Cycle Adversarial Self-Evolution for Safety Role-Playing Agents

Stay in Character, Stay Safe: Dual-Cycle Adversarial Self-Evolution for Safety Role-Playing Agents

• Computer Science > Artificial Intelligence [Submitted on 29 Jan 2026] Title:Stay in Character, Stay Safe: Dual-Cycle Adversarial Self-Evolution for Safety Role-Playing Agents Vie

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 250 words
TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series Tasks

TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series Tasks

• Computer Science > Artificial Intelligence [Submitted on 5 Feb 2026] Title:TemporalBench: A Benchmark for Evaluating LLM-Based Agents on Contextual and Event-Informed Time Series

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 267 words
Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection

Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection

• Computer Science > Artificial Intelligence [Submitted on 27 Jan 2026] Title:Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection View PDF HTML (expe

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 233 words
X-Blocks: Linguistic Building Blocks of Natural Language Explanations for Automated Vehicles

X-Blocks: Linguistic Building Blocks of Natural Language Explanations for Automated Vehicles

• Computer Science > Artificial Intelligence [Submitted on 2 Feb 2026] Title:X-Blocks: Linguistic Building Blocks of Natural Language Explanations for Automated Vehicles View PDF H

Research · February 17, 2026 (updated February 19, 2026) · 2 min · 269 words

Basics2Breakthroughs: Studying the Hydraulic Mechanism in Jumping Spiders

• The post Basics2Breakthroughs: Studying the Hydraulic Mechanism in Jumping Spiders appeared first on Berkeley Lab News Center .

Research · February 13, 2026 (updated February 19, 2026) · 1 min · 41 words

Crunching Big Data Into 3D Images Accelerates Discovery

• The post Crunching Big Data Into 3D Images Accelerates Discovery appeared first on Berkeley Lab News Center .

Research · February 12, 2026 (updated February 19, 2026) · 1 min · 41 words

A 'Robot Pizza Chef' Serving Up Better Quantum Computers

• The post A ‘Robot Pizza Chef’ Serving Up Better Quantum Computers appeared first on Berkeley Lab News Center .

Research · February 11, 2026 (updated February 19, 2026) · 1 min · 43 words

New AI Sensor 'Sniffs' Out Spectral Targets

• The post New AI Sensor ‘Sniffs’ Out Spectral Targets appeared first on Berkeley Lab News Center .

Research · February 11, 2026 (updated February 19, 2026) · 1 min · 39 words

Berkeley Lab Leads Effort to Build AI Assistant for Energy Materials Discovery

• The post Berkeley Lab Leads Effort to Build AI Assistant for Energy Materials Discovery appeared first on Berkeley Lab News Center .

Research · February 3, 2026 (updated February 19, 2026) · 1 min · 49 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
Foundational AI Models to Accelerate Biological Discovery

Foundational AI Models to Accelerate Biological Discovery

• Foundational AI Models to Accelerate Biological Discovery Article AI Researchers from four national laboratories and industry are collaborating to unleash the full potential of b

Research · February 2, 2026 (updated February 19, 2026) · 2 min · 297 words
How a Machine Learning Pipeline Could Accelerate Innovation

How a Machine Learning Pipeline Could Accelerate Innovation

• How a Machine Learning Pipeline Could Accelerate Innovation Article AI Lawrence Berkeley National Laboratory (Berkeley Lab) is working to transform petabytes of imaging data from

Research · February 2, 2026 (updated February 19, 2026) · 2 min · 263 words
AI, Automation, and Biosensors Speed the Path to Synthetic Jet Fuel

AI, Automation, and Biosensors Speed the Path to Synthetic Jet Fuel

• Key Takeaways - Automation and AI can systematically pinpoint optimal designs among hundreds of thousands of possibilities, increasing isoprenol titers five-fold in weeks. • - Bi

Research · January 29, 2026 (updated February 19, 2026) · 1 min · 202 words
EcoFABs Could Help Fuel AI in Agriculture

EcoFABs Could Help Fuel AI in Agriculture

• EcoFABs Could Help Fuel AI in Agriculture Article AI Key Takeaways EcoFABs are takeout-box-sized plastic chambers that give scientists a reproducible way to study plants and thei

Research · January 22, 2026 (updated February 19, 2026) · 2 min · 270 words
Expert Interview: Soren Prestemon on Magnet Technology

Expert Interview: Soren Prestemon on Magnet Technology

• Magnets are essential across scientific applications, particularly in particle physics and in light sources. • At Lawrence Berkeley National Laboratory (Berkeley Lab), Soren Pres

Research · January 15, 2026 (updated February 19, 2026) · 1 min · 174 words
Leading the Field in Magnets

Leading the Field in Magnets

• In 1929, Ernest Orlando Lawrence invented the cyclotron: a compact, efficient particle accelerator that used magnets. • Two years later, he founded what would become the Departme

Research · January 15, 2026 (updated February 19, 2026) · 2 min · 218 words
RL without TD learning

RL without TD learning

• In this post, Iâll introduce a reinforcement learning (RL) algorithm based on an âalternativeâ paradigm: divide and conquer. • Unlike traditional methods, this algorithm is not b

Research · November 1, 2025 (updated February 19, 2026) · 1 min · 186 words
What exactly does word2vec learn?

What exactly does word2vec learn?

• What exactly does word2vec learn, and how? • Answering this question amounts to understanding representation learning in a minimal yet interesting language modeling task. • Despi

Research · September 1, 2025 (updated February 19, 2026) · 1 min · 195 words
Whole-Body Conditioned Egocentric Video Prediction

Whole-Body Conditioned Egocentric Video Prediction

• Predicting Ego-centric Video from human Actions (PEVA). • Given past video frames and an action specifying a desired change in 3D pose, PEVA predicts the next video frame. • Our

Research · July 1, 2025 (updated February 19, 2026) · 1 min · 202 words
Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

• Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. • However, as LLMs have improved, so have the attacks against them.Prompt injection a

Research · April 11, 2025 (updated February 19, 2026) · 2 min · 214 words
Repurposing Protein Folding Models for Generation with Latent Diffusion

Repurposing Protein Folding Models for Generation with Latent Diffusion

• PLAID is a multimodal generative model that simultaneously generates protein 1D sequence and 3D structure, by learning the latent space of protein folding models. • The awarding

Research · April 8, 2025 (updated February 19, 2026) · 2 min · 231 words
Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment

Scaling Up Reinforcement Learning for Traffic Smoothing: A 100-AV Highway Deployment

• We deployed 100 reinforcement learning (RL)-controlled cars into rush-hour highway traffic to smooth congestion and reduce fuel consumption for everyone. • Our goal is to tackle

Research · March 25, 2025 (updated February 19, 2026) · 2 min · 240 words
Virtual Personas for Language Models via an Anthology of Backstories

Virtual Personas for Language Models via an Anthology of Backstories

• We introduce Anthology, a method for conditioning LLMs to representative, consistent, and diverse virtual personas by generating and utilizing naturalistic backstories with rich

Research · November 12, 2024 (updated February 19, 2026) · 2 min · 268 words
Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

Linguistic Bias in ChatGPT: Language Models Reinforce Dialect Discrimination

• Sample language model responses to different varieties of English and native speaker reactions. • ChatGPT does amazingly well at communicating with people in English. • Only 15%o

Research · September 20, 2024 (updated February 19, 2026) · 1 min · 188 words
How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark

How to Evaluate Jailbreak Methods: A Case Study with the StrongREJECT Benchmark

• When we began studying jailbreak evaluations, we found a fascinating paper claiming that you could jailbreak frontier LLMs simply by translating forbidden prompts into obscure la

Research · August 28, 2024 (updated February 19, 2026) · 2 min · 219 words
Are We Ready for Multi-Image Reasoning? Launching VHs: The Visual Haystacks Benchmark!

Are We Ready for Multi-Image Reasoning? Launching VHs: The Visual Haystacks Benchmark!

• Humans excel at processing vast arrays of visual information, a skill that is crucial for achieving artificial general intelligence (AGI). • Over the decades, AI researchers have

Research · July 20, 2024 (updated February 19, 2026) · 2 min · 248 words