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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

Search-Based Risk Feature Discovery in Document Structure Spaces under a Constrained Budget

ACM GECCO, San José, July 2026

Stop Thinking, Start Looking: Efficient Post-Training for Multimodal Document Question Answering via Reasoning-Free Alignment

Stop Thinking, Start Looking: Efficient Post-Training for Multimodal Document Question Answering via Reasoning-Free Alignment

EMM-QA Workshop, ICML, Seoul, July 2026

APLE: A Framework for Adaptable and Personalized Live Explainability for Recommender Systems

APLE: A Framework for Adaptable and Personalized Live Explainability for Recommender Systems

ACM Web Science Conference, Germany, May 2026

PROTEUS: SLA-Aware Routing via Lagrangian RL for Multi-LLM Serving Systems

PROTEUS: SLA-Aware Routing via Lagrangian RL for Multi-LLM Serving Systems

EuroMLSys, Edinburgh, April 2026

Memories that Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents

Memories that Discriminate: Detecting and Correcting Bias in Personalized Hiring Agents

ICLR AFAA Workshop, Rio de Janeiro, April 2026

How AI Learns the Laws of Physics: Building Smarter Engineering Systems

How AI Learns the Laws of Physics: Building Smarter Engineering Systems

Invited Talk at American Society of Mechanical Engineers (ASME) E-Fest Tech Connect (Virtual), Mar 2026

From Personalization to Prejudice: Bias and Discrimination in Memory-Enhanced AI Agents for Recruitment

From Personalization to Prejudice: Bias and Discrimination in Memory-Enhanced AI Agents for Recruitment

ACM International Conference on Web Search and Data Mining (WSDM), San Diego, Feb 2026

State of Health Estimation of Batteries Using a Time-Informed Dynamic Sequence-Inverted Transformer

State of Health Estimation of Batteries Using a Time-Informed Dynamic Sequence-Inverted Transformer

AI for Time Series (AI4TS) Workshop at AAAI Conference 2026, Singapore, Jan 2026

DETNO: A Diffusion-Enhanced Transformer Neural Operator for Long-Term Traffic Forecasting

DETNO: A Diffusion-Enhanced Transformer Neural Operator for Long-Term Traffic Forecasting

Deployable AI Workshop at AAAI Conference 2026, Singapore, Jan 2026

Intelligent Human-Machine Partnership for Manufacturing: Enhancing Warehouse Planning through Simulation-Driven Knowledge Graphs and LLM Collaboration

Intelligent Human-Machine Partnership for Manufacturing: Enhancing Warehouse Planning through Simulation-Driven Knowledge Graphs and LLM Collaboration

International Workshop on Addressing Challenges and Opportunities in Human-Centric Manufacturing at AAAI Conference 2026, Singapore, Jan 2026

Enhanced Neo-antigen prioritization for CAR-T Therapy byfusion of Protein Language Model embeddings with PSSM Scores

Enhanced Neo-antigen prioritization for CAR-T Therapy byfusion of Protein Language Model embeddings with PSSM Scores

International Conference on Genome Informatics ISCB-Asia (GIW XXXIV ISCB-Asia 2025), Hong Kong, Dec 2025

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

International Conference on Applied AI and Scientific Machine Learning (CASML), IISc Bengaluru, Dec 2025

Thinking in Many Modes: How Composite Reasoning Elevates Large Language Model Performance with Limited Data

Thinking in Many Modes: How Composite Reasoning Elevates Large Language Model Performance with Limited Data

NeurIPS 2025 Workshop on Efficient Reasoning, San Diego, Dec 2025

ORPO-Distill: Mixed-Policy Preference Optimization for Cross-Architecture LLM Distillation

ORPO-Distill: Mixed-Policy Preference Optimization for Cross-Architecture LLM Distillation

NeurIPS 2025 Workshop on Efficient Reasoning, San Diego, Dec 2025

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

International Conference on Applied AI and Scientific Machine Learning (CASML), IISc Bengaluru, Dec 2025

A Multi-Objective Genetic Algorithm for Healthcare Workforce Scheduling

A Multi-Objective Genetic Algorithm for Healthcare Workforce Scheduling

MODeM 2025 Workshop at the European Conference on Artificial Intelligence (ECAI), Bologna, Oct 2025

IDPFlow: A No-Code Agentic Framework for Multimodal Intelligent Document Processing

IDPFlow: A No-Code Agentic Framework for Multimodal Intelligent Document Processing

Industry Demos, ACM Multimedia, Dublin, Oct 2025

AMR-CSI: Adaptive Multimodal RAG for Cold Start Indexing

AMR-CSI: Adaptive Multimodal RAG for Cold Start Indexing

MMGR Workshop at ACM Multimedia, Dublin, Oct 2025

DocAnnot: Accelerating the Creation of Key Information Extraction Datasets with GenAI-Powered Auto-Annotation

DocAnnot: Accelerating the Creation of Key Information Extraction Datasets with GenAI-Powered Auto-Annotation

ICDAR, China, Sep 2025

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance

Leveraging Knowledge Graphs and LLM Reasoning to Identify Operational Bottlenecks for Warehouse Planning Assistance

KDD 2025 Workshop on AI for Supply Chain 2025, Toronto, Aug 2025

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

GITO: Graph-Informed Transformer Operator for Learning Complex Partial Differential Equations

CO-BUILD Workshop at ICML 2025, Vancouver Convention Center, Canada, July 2025

HI-SQL: Optimizing Text-to-SQL Systems through Dynamic Hint Integration

HI-SQL: Optimizing Text-to-SQL Systems through Dynamic Hint Integration

IJCNN, Rome, June-July 2025

Knowledge Graph Based Repository-Level Code Generation

Knowledge Graph Based Repository-Level Code Generation

ICSE Conference Workshop (LLM4Code), Ottawa, May 2025

Evolutionary Policy Gradient Based Optimization For Small Molecule Drug Discovery

Evolutionary Policy Gradient Based Optimization For Small Molecule Drug Discovery

GEM workshop at ICLR, Singapore, April 2025

Accelerated Gradient-Based Design Optimization via Differentiable Physics Informed Neural Operator for Composite Materials Processing

Accelerated Gradient-Based Design Optimization via Differentiable Physics Informed Neural Operator for Composite Materials Processing

AI for Materials (AI4MAT) Workshop at ICLR, Singapore, April 2025

An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study

An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study

Engineering Applications of Artificial Intelligence, Volume 142, 109886, Feb 2025

FB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of Complex PDEs via Hypernetwork and Finite Basis Domain Decomposition

FB-HyDON: Parameter-Efficient Physics-Informed Operator Learning of Complex PDEs via Hypernetwork and Finite Basis Domain Decomposition

Machine Learning for Physical Sciences Workshop (ML4PS), Neural Information Processing Systems (NeurIPS), Vancouver, Dec 2024

A Hyper Physics-Informed Neural Network For Predicting Heat Transfer Patterns During The Curing Process In Aerospace Composite Manufacturing

A Hyper Physics-Informed Neural Network For Predicting Heat Transfer Patterns During The Curing Process In Aerospace Composite Manufacturing

ASME International Mechanical Engineering Congress and Exposition (IMECE), Portland, Nov 2024

Leveraging Latent Evolutionary Optimization for Targeted Molecule Generation

Leveraging Latent Evolutionary Optimization for Targeted Molecule Generation

IEEE WCCI Yokohama, Japan, July 2024

An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study

An Advanced Physics-Informed Neural Operator for Comprehensive Design Optimization of Highly-Nonlinear Systems: An Aerospace Composites Processing Case Study

AI for Science workshop (AI4Science), International Conference on Machine Learning (ICML), Vienna, June 2024

Mitigating Factual Inconsistency and Hallucination in Large Language Models

Mitigating Factual Inconsistency and Hallucination in Large Language Models

WSDM Mérida, Yucatán, March 2024

Automated Tailoring of Large Language Models for Industry-Specific Downstream Tasks

Automated Tailoring of Large Language Models for Industry-Specific Downstream Tasks

WSDM Mérida, Yucatán, March 2024

Accelerating Pharmacovigilance using Large Language Models

Accelerating Pharmacovigilance using Large Language Models

WSDM Mérida, Yucatán, March 2024

Synergistic Fusion of Graph and Transformer Features for Enhanced Molecular Property Prediction

Synergistic Fusion of Graph and Transformer Features for Enhanced Molecular Property Prediction

CNB-MAC Workshop Houston, ACM-BCB Conference Houston, Texas, Sep 2023

PINNs for Astrophysical shocks in gravitationally stratified environments

PINNs for Astrophysical shocks in gravitationally stratified environments

Machine Learning: Science and Technology, IOP Publishing Group, Volume 4, Aug 2023

Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents

Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents

Journal of Anaesthesia and Pain Medicine, ISSN: 2474-9206, May 2023

Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents

Large-Scale Knowledge Synthesis and Complex Information Retrieval from Biomedical Documents

IEEE Conference on Big Data - Osaka, Japan, Dec 2022

Recently granted patent
Method and System For Optimal Scheduling of Nursing Services
83 Filed and 17 Granted
Patents

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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