Discoveries Archive

Research programme

All programmes Antimicrobial Resistance (17)Huntington's Disease (1)Multiple Sclerosis (7)Oncology (2)Other Biomedical (31)

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Computer Science + Mathematics + PhysicsOct 7, 2026Evaluation Score: 73%

Bayesian PDE Compression via Adaptive Timestep Error Budgeting

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Source: AegisMind Research

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Physics + Computer Science + EconomicsOct 7, 2026Evaluation Score: 71%

Physics-Constrained Solar Forecasting Reduces EV Battery Degradation via Predictive Uncertainty

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Climate + Computer Science + Economics + AIOct 5, 2026Evaluation Score: 69%

Bayesian optimization of solar-wind hydrogen plants for industrial heat decarbonization

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Physics + Computer Science + Materials + MathematicsOct 5, 2026Evaluation Score: 66%

Fast Exact Hessians for Defects in Perovskites via Sparse ML

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Computer Science + AI + EconomicsOct 5, 2026Evaluation Score: 71%

Energy-Metered Blockchain Agents Optimize Secure Software Auditing

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Computer Science + AI + MathematicsOct 5, 2026Evaluation Score: 68%

Threshold signatures prevent unauthorized AI agent tool-use and sandbox escapes

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Computer Science + AIOct 5, 2026Evaluation Score: 68%

Repulsive Boundaries Suppress Hallucination Cascades in Collaborative AI Agents

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Computer Science + Physics + AIOct 5, 2026Evaluation Score: 69%

Hardware-Enforced Resource Limits for Autonomous Scientific Microscopy Agents

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Source: AegisMind Research

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Physics + Computer Science + Chemistry + MaterialsOther BiomedicalOct 4, 2026Evaluation Score: 74%

Cluster-Based Atom Selection Accelerates Molecular Hessian Computation

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Source: AegisMind Research

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Computer Science + Medicine + BiologyAntimicrobial ResistanceOct 3, 2026Refuted by computation

SAM Optimization Improves Antibiotic Resistance Detection via Mass Spectrometry

EVP available✗ Computationally refuted

Source: AegisMind Research

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Neuroscience + Computer Science + MathematicsMultiple SclerosisOct 3, 2026Evaluation Score: 67%

Topological signatures predict MS spinal cord lesion dynamics better than volume

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Source: AegisMind Research

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Computer Science + Mathematics + Economics + ClimateOct 2, 2026Evaluation Score: 68%

Precision Quantization Alignment Stabilizes Climate Finance AI Systems

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Source: AegisMind Research

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Computer Science + Medicine + AIOther BiomedicalOct 1, 2026Evaluation Score: 68%

Temporal Backdoors Compromise Spiking Neural Network Drug Screening Models

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Physics + Computer Science + Mathematics + MaterialsSep 29, 2026Evaluation Score: 67%

Graph Neural Networks Predict Active Particle Vortex Accumulation

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Source: AegisMind Research

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Computer Science + Chemistry + Physics + MaterialsOther BiomedicalSep 28, 2026Evaluation Score: 81%

SMT Solvers Tame LLM Hallucinations in Crystal Composition Design

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Source: AegisMind Research

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Computer Science + Physics + EcologySep 27, 2026Evaluation Score: 63%

Physics-Constrained Blockchain Budgets for Wildfire Agent Coordination

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Computer Science + MathematicsSep 26, 2026Evaluation Score: 60%

NP-hard routing problems solved via geodesic-to-cactus graph mapping

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Source: AegisMind Research

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Materials + Climate + Computer Science + EconomicsSep 25, 2026Evaluation Score: 62%

Tissue-inspired stress redistribution extends solar hydrogen system membrane lifespan

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Source: AegisMind Research

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Physics + Computer Science + MedicineOther BiomedicalSep 19, 2026Evaluation Score: 74%

Pre-scan biomarker gates adaptive microscopy, cuts time 30% safely

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Computer Science + AI + MathematicsSep 14, 2026Evaluation Score: 73%

Autonomous LLM agents discover post-quantum cryptography side-channel vulnerabilities

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Computer Science + Economics + ClimateSep 13, 2026Evaluation Score: 68%

Smart energy storage cuts grid penalties by 30% using AI-verified logic

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Physics + EconomicsSep 13, 2026Evaluation Score: 68%

Physics-Constrained Blockchain Agents Detect LLM Hallucinations in Energy Markets

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Biology + MedicineOther BiomedicalSep 13, 2026Evaluation Score: 62%

Formal verification cuts hallucinated protein links in biomedical AI reasoning

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Medicine + Computer Science + BiologyAntimicrobial ResistanceSep 11, 2026Evaluation Score: 63%

Hospital Environment Outperforms Genetic Data for Predicting Antibiotic Resistance

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Source: AegisMind Research

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Economics + Computer Science + AISep 4, 2026Evaluation Score: 61%

Physics-constrained agents reduce energy market manipulation by 40%

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Computer Science + Chemistry + MedicineOther BiomedicalAug 30, 2026Evaluation Score: 78%

What is computed from the poses, not how hard they are searched, limits SARS-CoV-2 Mpro virtual screening

EVP available🔬 Docking / simulation performed

Source: AegisMind Research

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Computer Science + Mathematics + AIAug 24, 2026Evaluation Score: 67%

RFC Security Mandates and TLS Vulnerability Rates - Not Measurable With Public Data

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Physics + ChemistryOther BiomedicalAug 24, 2026Evaluation Score: 65%

Hodge Laplacian Spectral Constraints Boost Simplicial GNN Docking Predictions

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Biology + Computer Science + AIOther BiomedicalAug 21, 2026Refuted by computation

UCB outperforms Expected Improvement in mRNA sequence multi-objective optimization

EVP available✗ Computationally refuted

Source: AegisMind Research

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Computer Science + Medicine + BiologyMultiple SclerosisAug 21, 2026Evaluation Score: 70%

Privacy-preserving spatial validation of disease gene expression without location disclosure

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Biology + Physics + Computer ScienceOther BiomedicalAug 21, 2026Evaluation Score: 69%

Tissue mechanics principles optimize mRNA sequence design globally and locally

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Chemistry + MedicineOther BiomedicalAug 21, 2026Evaluation Score: 63%

Graph Neural Networks for Molecular Docking via Algebraic Connectivity Constraints

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Computer Science + Physics + ChemistryOther BiomedicalAug 20, 2026Evaluation Score: 70%

Uncertainty-driven acquisition beats exploitation in electrolyser optimisation

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Economics + Materials + Climate + Computer ScienceAug 20, 2026Evaluation Score: 70%

Persistent-noise modeling cuts hydrogen production cost uncertainty by 15%

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + Materials + MathematicsAug 18, 2026Evaluation Score: 64%

Warm-restart Bayesian optimization reduces hydrogen sulfide metallization pressure

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Biology + AIOther BiomedicalAug 17, 2026Evaluation Score: 68%

Symbolic ODE Discovery Recovers Hidden Regulatory Logic in Single Cells

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + MathematicsAug 17, 2026Evaluation Score: 72%

Ontology-Driven Semantic Traceability Reduces Gravitational Wave Analysis Variance

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Physics + Materials + Computer Science + QuantumAug 16, 2026Evaluation Score: 62%

Quantum simulation reveals aging dynamics in organic semiconductor glasses

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Source: AegisMind Research

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Computer Science + Medicine + BiologyAntimicrobial ResistanceAug 15, 2026Evaluation Score: 60%

Warm-restart neural networks escape bias in antibiotic resistance prediction

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Source: AegisMind Research

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Materials + Computer Science + Physics + ChemistryOther BiomedicalAug 15, 2026Evaluation Score: 67%

Graph-structured Hamiltonian bias accelerates alloy property search

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Materials + Computer Science + Chemistry + AIOther BiomedicalAug 15, 2026Evaluation Score: 64%

Entropy-gated Hamiltonian learning for efficient alloy catalyst discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Chemistry + Materials + AIOther BiomedicalAug 15, 2026Evaluation Score: 70%

Heterogeneity biomarkers predict when entropy-weighted reinforcement learning accelerates catalyst discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + MaterialsAug 14, 2026Evaluation Score: 68%

High-temperature silicon spin qubits enable practical quantum error correction

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Materials + Physics + Computer ScienceAug 13, 2026Evaluation Score: 70%

Bayesian Uncertainty Sampling Accelerates Discovery of Room-Temperature Superconductors

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Finance + AI + Formal VerificationMultiple SclerosisAug 11, 2026Evaluation Score: 62%

Symbolic reasoning reduces AI hallucinations in financial compliance systems

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Mathematics + Computer Science + AI + Economics + PhysicsAug 8, 2026Evaluation Score: 61%

Conversational AI Agents Align Multi-Stakeholder Energy Decisions via Game Theory

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Chemistry + Materials + Computer Science + EngineeringOther BiomedicalAug 8, 2026Evaluation Score: 69%

Grammar-based symbolic regression discovers thermodynamically sound redox-flow battery electrolytes

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Materials + Chemistry + Computer Science + ClimateOther BiomedicalAug 8, 2026Evaluation Score: 64%

Dynamic metasurfaces cut solar-to-fuel carbon by 30% via grid-responsive optimization

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Source: AegisMind Research

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Physics + Computer Science + MathematicsAug 8, 2026Evaluation Score: 66%

Coalition-Stable Equilibria Reduce False Materials in Autonomous Discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Chemistry + Medicine + Quantum + BiologyAntimicrobial ResistanceAug 7, 2026Refuted by computation

Quantum machine learning predicts antimicrobial peptide potency against resistant pathogens

EVP available✗ Computationally refuted

Source: AegisMind Research

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Computer Science + Mathematics + AIAug 6, 2026Evaluation Score: 61%

Linear Logic Cuts Proof Search Cost in Neuro-Symbolic Loop Verification

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Economics + AIAug 5, 2026Evaluation Score: 68%

Self-auditing LLMs reduce financial AI bias by 40% with logic verification

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Source: AegisMind Research

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Computer Science + Biology + MedicineOther BiomedicalAug 1, 2026Evaluation Score: 56%

Blockchain-Verified Agentic AI Reduces Hallucinations in Single-Cell Genomics

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Source: AegisMind Research

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AI + Biology + Computer ScienceOther BiomedicalAug 1, 2026Evaluation Score: 75%

Neuro-symbolic compliance monitors reduce false positives in rare gene discovery

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Biology + Computer Science + Mathematics + MedicineOncologyAug 1, 2026Evaluation Score: 70%

Coalition Game Theory Explains Drug-Resistant Cancer Cell Evasion

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Economics + Chemistry + EngineeringOther BiomedicalJul 29, 2026Evaluation Score: 69%

AI-optimized hydrogen systems with real-world water chemistry constraints

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Engineering + Space SystemsJul 28, 2026Evaluation Score: 62%

Exploration costs about 1.5x the battery aging for the same simulated LEO mission value

EVP available🧪 Numerically verifiedPreprint ↗

Source: AegisMind Research

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Computer Science + Physics + BiologyOther BiomedicalJul 27, 2026Evaluation Score: 71%

AI-Controlled Cell Tension Prevents Tissue Jamming via Persistent Motion

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + AIJul 26, 2026Evaluation Score: 76%

Polychromatic Passive-Media Optical Reservoir Computing at Room Temperature

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Source: AegisMind Research

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Computer Science + Economics + AIJul 26, 2026Evaluation Score: 71%

Self-Auditing LLMs Reduce Financial Decision Sycophancy and Errors

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Computer Science + MathematicsJul 26, 2026Evaluation Score: 68%

Warm Restarts Escape Quantum Optimization Plateaus Efficiently

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Engineering + Climate + EconomicsJul 26, 2026Evaluation Score: 71%

Physics-constrained trustworthiness metrics harden energy systems against market attacks

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Climate + Economics + PhysicsJul 26, 2026Evaluation Score: 71%

Physics-Informed Solar Forecasts Optimize Data Center Grid Economics

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + AI + Machine LearningJul 26, 2026Refuted by computation

Mantissa, not dynamic range, limits bf16 long-context attention

EVP available✗ Computationally refuted

Source: AegisMind Research

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Physics + Computer Science + AIJul 26, 2026Evaluation Score: 73%

Polychromatic Optical Scattering as Physical Reservoir Computer

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Source: AegisMind Research

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Materials + Physics + Chemistry + Computer ScienceOther BiomedicalJul 26, 2026Evaluation Score: 69%

Chemical order tunes CO2 hydrogenation selectivity in multi-element alloys

EVP available🧪 Numerically verified

Source: AegisMind Research

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Computer Science + Drug Discovery + Machine Learning + Formal VerificationJul 26, 2026Evaluation Score: 78%

Cryptographic Runtime Monitors Reduce Drug Discovery Agent Tool Misuse

EVP available🔬 Computation performed — inconclusive

Source: AegisMind Research

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Computer Science + Mathematics + Biology + MedicineAntimicrobial ResistanceJun 15, 2026Evaluation Score: 69%

Graph Algorithms Reveal Antibiotic Resistance Trade-offs in Bacterial Networks

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Medicine + Biology + Computer ScienceMultiple SclerosisJun 6, 2026Evaluation Score: 73%

Machine Learning Predicts Drug-Resistant Immune Cells in Multiple Sclerosis

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Source: AegisMind Research

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Quantum + Computer Science + Physics + AIMay 15, 2026Evaluation Score: 72%

Machine Learning Optimizes Wave-Based Quantum Algorithm Dispatch

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Source: AegisMind Research

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Biology + Medicine + Computer Science + AIAntimicrobial ResistanceMay 9, 2026Evaluation Score: 73%

Machine Learning Predicts Antibiotic Resistance Evolution in Real-Time Cultures

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Source: AegisMind Research

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Physics + Computer Science + MathematicsMay 3, 2026Evaluation Score: 70%

Matrix learning algorithms unlock efficient quantum resource generation

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Source: AegisMind Research

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Biology + Physics + Computer ScienceOther BiomedicalMay 1, 2026Evaluation Score: 73%

Machine Learning Predicts Active Tissue Dynamics from Gene Expression

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Source: AegisMind Research

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Biology + Computer Science + Medicine + NeuroscienceMultiple SclerosisApr 30, 2026Evaluation Score: 73%

Spectral Analysis Reveals MS Biomarker Subspaces Across Body Compartments

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Source: AegisMind Research

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Computer Science + Physics + QuantumApr 29, 2026Evaluation Score: 73%

Predicting Quantum Thermalization Using Hybrid HPC-Quantum Wave Dispatch

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Physics + QuantumApr 22, 2026Evaluation Score: 71%

Matrix interpolation unlocks quantum ergodicity detection on real processors

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Source: AegisMind Research

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Computer Science + Physics + BiologyOther BiomedicalApr 22, 2026Evaluation Score: 69%

Spectral Matrix Interpolation Predicts Collective Behavior in Living Tissues

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Biology + Computer Science + MedicineAntimicrobial ResistanceApr 22, 2026Evaluation Score: 70%

Predicting phage therapy windows from bacterial-phage evolutionary divergence rates

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Source: AegisMind Research

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Computer Science + MedicineAntimicrobial ResistanceApr 22, 2026Evaluation Score: 70%

Predicting multidrug-resistant pathogens 18 months early using LSTM time series

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Biology + Computer Science + MathematicsMultiple SclerosisApr 18, 2026Evaluation Score: 72%

Spectral eigenvector conservation reveals MS disease manifolds in transcriptomes

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + Physics + AIApr 12, 2026Evaluation Score: 69%

Quantum Subspace Diagonalization Boosts Robust Machine Learning

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Source: AegisMind Research

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Physics + Computer Science + MaterialsApr 11, 2026Evaluation Score: 73%

Quantum simulation of superconductor proton effects via digital processors

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Source: AegisMind Research

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Physics + Computer Science + MaterialsApr 9, 2026Evaluation Score: 77%

Quantum algorithms accelerate superconductor design via efficient proton modeling

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Physics + Chemistry + Computer ScienceOther BiomedicalApr 8, 2026Evaluation Score: 72%

Quantum algorithms boost superconductor critical temperature predictions

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Biology + Computer Science + MedicineAntimicrobial ResistanceApr 6, 2026Evaluation Score: 73%

Machine learning plus simulation predicts antimicrobial resistance spread better

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Source: AegisMind Research

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Mathematics + Physics + Computer ScienceApr 1, 2026Evaluation Score: 73%

Performative optimization converges to classical stochastic solutions

EVP available🧪 Numerically verifiedPreprint · corrected ↗

Source: AegisMind Research

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Physics + Computer Science + EngineeringMar 18, 2026Evaluation Score: 72%

Smart label selection transforms optimization surrogates into efficient solvers

EVP available🔬 Computation performed — inconclusive

Source: AegisMind Research

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Computer Science + PhysicsMar 11, 2026Evaluation Score: 78%

Surrogate Models Reduce Language Model Calls in Evolutionary Optimization

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Computer Science + PhysicsMar 10, 2026Evaluation Score: 72%

Adaptive Sampling Refines Surrogate Models at Decision Boundaries

EVP available📖 Literature-assessed (LLM)

Source: AegisMind Research

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Computer Science + PhysicsMar 7, 2026Evaluation Score: 69%

Uncertainty-guided evolutionary search accelerates physics-informed optimization

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Source: AegisMind Research

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Computer Science + PhysicsMar 6, 2026Evaluation Score: 76%

Low-rank first-moment states cut optimizer memory ~49% on transformers

EVP available🧪 Numerically verified

Source: AegisMind Research

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