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Phi Labs: Where Science Meets Transformation
Phi Labs is Quantiphi’s R&D powerhouse, driving next-generation AI innovation with real-world impact. From pioneering advances in generative AI and digital twins to solving complex challenges in life sciences, Phi Labs explores emerging frontiers before they become mainstream.
Our multidisciplinary teams of researchers and engineers collaborate to translate deep scientific exploration into enterprise-ready solutions—strengthening Quantiphi’s position as a leader in applied AI and setting new standards for responsible, future-ready innovation.
Phi Labs Growth Journey
2018-2020
Q R&D Established
2021
First Patent Filed, Kaggle Success
2022
Advanced Research & Strategic Collaborations
2023
GenAl Innovations
2024
Leadership in Al Research
2025
Continuing Breakthrough Research
Foundations & First Milestones
- Speech-to-Text for Finance
- 3D-GANs for seismic imaging
- No-Code MLOps
- Sign language detection Real-time demographic analysis
- Few-shot crop disease detection
- Lung disease AI-explanations
- Blood disorder detection
Research Publications
Explore groundbreaking research published by Phi Labs in leading journals, publications, and conferences.
Search-Based Risk Feature Discovery in Document Structure Spaces under a Constrained Budget
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Stop Thinking, Start Looking: Efficient Post-Training for Multimodal Document Question Answering via Reasoning-Free Alignment
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APLE: A Framework for Adaptable and Personalized Live Explainability for Recommender Systems
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PROTEUS: SLA-Aware Routing via Lagrangian RL for Multi-LLM Serving Systems
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Memories that Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents
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How AI Learns the Laws of Physics: Building Smarter Engineering Systems

From Personalization to Prejudice: Bias and Discrimination in Memory-Enhanced AI Agents for Recruitment
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State of Health Estimation of Batteries Using a Time-Informed Dynamic Sequence-Inverted Transformer
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DETNO: A Diffusion-Enhanced Transformer Neural Operator for Long-Term Traffic Forecasting
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Intelligent Human-Machine Partnership for Manufacturing: Enhancing Warehouse Planning through Simulation-Driven Knowledge Graphs and LLM Collaboration
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Enhanced Neo-antigen prioritization for CAR-T Therapy byfusion of Protein Language Model embeddings with PSSM Scores
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GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations
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Thinking in Many Modes: How Composite Reasoning Elevates Large Language Model Performance with Limited Data
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ORPO-Distill: Mixed-Policy Preference Optimization for Cross-Architecture LLM Distillation
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GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations
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A Multi-Objective Genetic Algorithm for Healthcare Workforce Scheduling
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IDPFlow: A No-Code Agentic Framework for Multimodal Intelligent Document Processing
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AMR-CSI: Adaptive Multimodal RAG for Cold Start Indexing
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DocAnnot: Accelerating the Creation of Key Information Extraction Datasets with GenAI-Powered Auto-Annotation
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Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance
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GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations
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HI-SQL: Optimizing Text-to-SQL Systems through Dynamic Hint Integration
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Knowledge Graph Based Repository-Level Code Generation
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Evolutionary Policy Gradient Based Optimization For Small Molecule Drug Discovery
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Accelerated Gradient-Based Design Optimization via Differentiable Physics Informed Neural Operator for Composite Materials Processing
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An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study
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FB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of Complex PDEs via Hypernetwork and Finite Basis Domain Decomposition
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A Hyper Physics-Informed Neural Network For Predicting Heat Transfer Patterns During The Curing Process In Aerospace Composite Manufacturing
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Leveraging Latent Evolutionary Optimization for Targeted Molecule Generation
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An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study
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Mitigating Factual Inconsistency and Hallucination in Large Language Models
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Automated Tailoring of Large Language Models for Industry-Specific Downstream Tasks
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Accelerating Pharmacovigilance using Large Language Models
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Synergistic Fusion of Graph and Transformer Features for Enhanced Molecular Property Prediction
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PINNs for Astrophysical shocks in gravitationally stratified environments
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Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents
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Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents
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Our Patents
Explore Quantiphi’s granted and filed patents driving innovation in AI-first digital engineering.
Method and System For Optimal Scheduling of Nursing Services
Filed and Granted
Feb 2026
Method And System For Generating Intent Responses Through Virtual Agents
Filed and Granted
Feb 2026
Method and System for Training a Virtual Agent Using Optimal Utterances
Filed and Granted
Feb 2026
Validation System and Method for Concurrent Visual Validation Of Two Or More Electronic Documents
Filed and Granted
Jan 2026
System And Method For Adapting Legacy Servers to Operate within Rasa NLU Framework
Filed and Granted
Nov 2025
System And Method For Enabling Generation Of Industry-Tailored Virtual Assistants
Filed and Granted
Aug 2025
Multi-Table Question Answering System and Method Thereof
Filed and Granted
Aug 2025
System and Method for Data Extraction and Standardization Using AI based Workflow Automation
Filed and Granted
Aug 2025
Method And System For Task Planning And Execution Based On User Query
Filed and Granted
June 2025
System and Method For Processing One or More Electronic Documents for Enhanced search
Filed and Granted
May 2025
System And Method For Semantic Search
Filed and Granted
Mar 2025
Method and System For Managing User Interactions
Filed and Granted
Feb 2025
Method and System for Electronic Processing Of User Queries Maintaining Factual Consistency During Processing
Filed and Granted
Jan 2025
System and Method for Content Curation and Collaboration
Filed and Granted
Jul 2024
Method and system for training Neural Network for entity Detection
Filed and Granted
Jul 2024
System and Method of Developing a Search Database for Automated Content Curation
Filed and Granted
Apr 2024
Method and System for Document Retrieval and Exploration Augmented by Knowledge Graphs
Filed and Granted
Jun 2023
System and Computer-Implemented Method for Demand Forecasting
Filed
July 2026
APLE: A Framework for Adaptable and Personalized Live Explainability for Recommender Systems (Co-authored with Verizon)
Filed
May 2026
System and Method for Generating and Evaluating Synthetic Documents
Filed
May 2026
System and Method for Transferring Key Value Cache Across Language Models
Filed
May 2026
Enterprise Relational Intelligence using Language Processing Models and Graph Learning
Filed
Apr 2026
System and Method for Dual Variable Model Routing Control
Filed
Mar 2026
System and Computer-Implemented Method for Simulation and Optimization of operations in Inter-Dependent Multi-Component Applications
Filed
Mar 2026
Adaptive Multimodal Retrieval-Augmented Generation
Filed
Jan 2026
System and Method for Evaluating Artificial Intelligence Agents
Filed
Jan 2026
System and Method for Generating Novel Solution in Response to User Query
Filed
Jan 2026
System and Method for In Silico Identification of Clinically Actionable Immunogenic Target Neoepitopes
Filed
Dec 2025
System and Method for Unified Enzyme Engineering Framework
Filed
Dec 2025
Service Level Agreement Conditioned Routing Policy for Model Selection
Filed
Dec 2025
Managing Selection Of Artificial Intelligence Agents For Collaborative Operation
Filed
Nov 2025
Multi-Agent Collaboration
Filed
Nov 2025
System and Method for Workload Aware Dynamic Scheduling of Multi-Unit and Multi-Skill Workforce
Filed
Nov 2025
System and Method for Multi-Agent Framework for Automated Generation of Domain-Specific Reasoning Prompts
Filed
Sep 2025
Graph-Enhanced Agentic Memory
Filed
Sep 2025
System and Method for Automated Quantum Ansatz Circuit Generation and Benchmarking
Filed
Sep 2025
System and Method for Explainable Optimization of Protein Sequence using Inverse Folding Model
Filed
Aug 2025
Dynamic Component Analysis for User Interface Testing
Filed
Aug 2025
Method and System for Estimating State of Health (SOH) of a Battery
Filed
Aug 2025
System and Method for Predictive Maintenance of Rotating Machine
Filed
June 2025
Method and System of Generating Knowledge Graph of a Data Repository
Filed
June 2025
Method and System for Enhancing the Efficacy of Industrial Operations using RAG Based LLM
Filed
June 2025
Method and System for Real-Time Intelligent Diagnosis of Detected Fault
Filed
June 2025
Automating Pharmacovigilance Operations
Filed
June 2025
System and Method for Generating Thermostable Variants of a Protein
Filed
June 2025
Hint-Based Natural Language to Structured Query Language Generation
Filed
May 2025
System And Method For Automated Document Annotation
Filed
Apr 2025
Method And System of Warehouse Inventory Management
Filed
Mar 2025
System And Method For Training Physics-Informed Operator With Dual Hypernetwork Module And Low-Rank Domain Decomposition
Filed
Feb 2025
Method And System For Automated Code Retrieval And Code Generation
Filed
Dec 2024
Method and System For Distributed Decision-Making in Multi-Role Large Language Models Architecture
Filed
Dec 2024
System and Method for Optimization of Industrial Operation Based on Simulation Data Thereof
Filed
Dec 2024
System And Method For Finetuning A Code Translation Model
Filed
Dec 2024
Computer-Implemented Method and System For Automating Document Analysis Process
Filed
Dec 2024
Display Screen or Portion Thereof with Graphical User Interface for Document Processing and Data Extraction
Filed
Dec 2024
Method And System For Generating Target Molecule
Filed
Sep 2024
System And Method For Generating Visualization From Structured Data
Filed
Sep 2024
Method And System For Developing Generative Chemistry Model Based On Sequential Attachment-Based Fragment Embedding (SAFE) Representation
Filed
Sep 2024
System And Method For Designing Curing Processes Using Generative AI
Filed
Sep 2024
System And Method For Updating Prediction Model For Curing Process Design
Filed
Jul 2024
Method And System For Optimizing Performance Of Genetic Algorithm In Solving Scheduling Problems
Filed
Jul 2024
System And Method For Intelligent Scheduling Of Manufacturing Jobs
Filed
Jun 2024
System and Method for Recognizing Vertically Oriented Alphanumeric Text in Images
Filed
Jun 2024
System And Method for Hypernetwork Guided Domain Decomposition in Physics-Informed Neural Operators
Filed
May 2024
System And Method For Generation Of Sub-Skills
Filed
Apr 2024
System And Method For Automatic Visual Workflow Model Generation And Management
Filed
Mar 2024
Method And System For Personalized Multimodal Response Generation Through Virtual Agents
Filed
Dec 2023
Method And System For Recommendation Of Suitable Assets Using Large Language Model (LLM)
Filed
Dec 2023
Method And System For Integrated Multimodal Input Processing For Virtual Agents
Filed
Nov 2023
Method And System For Predicting Molecular Properties
Filed
Aug 2023
System And Method For Multi-Stage Processing Of User Query For Enhanced Information Retrieval
Filed
Aug 2023
Method And System For Generating Conversation Flows
Filed
Jul 2023
Method And System For Training Virtual Agents Through Fallback Analysis
Filed
Jul 2023
Method And System For Forecasting Demand For Nursing Services
Filed
Jul 2023
Transformer Boosted Causality Respecting Physics Informed Neural Networks
Filed
Jul 2023
A Method And A System For Optimally Displaying A Knowledge Graph
Filed
Jun 2023
A Method and a System for Displaying a Knowledge Graph
Filed
Mar 2023
Method And System For Identifying Hierarchical Relationships Between Data Elements Of Document
Filed
Mar 2023
System for Training Neural Network to Detect Anomalies In Event Data
Filed
Feb 2023
System and Method for Translating Image of Structural Formula of Chemical Molecule into Textual Identifier Therefor
Filed
Dec 2022
Method and System of Order Picking
Filed
Mar 2022
Method and System For Medical Diagnosis Using Graph Embeddings
Filed
Mar 2022
Qontent Factory
Filed
Dec 2021

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Witness the true magic of AI in action; watch expert-led sessions from AI Qonfluence 2025 below.
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