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TRINEXIS QUANTUM · PL.02 — THE LATTICE

01 / GLOBAL QUANTUM INITIATIVE

Qiskit Fall Fest 2026.

Join Qiskit Fall Fest 2026 and connect with students, researchers, developers, and quantum enthusiasts from around the world to learn, collaborate, experiment, and build with Qiskit.

Go beyond tutorials and explore quantum computing alongside IEEE Senior Members organizing Qiskit Fall Fest 2026, with research published and presented at IEEE Quantum Week and other leading IEEE conferences. Drawing on experience across Quantum Machine Learning (QML), Quantum Natural Language Processing (QNLP), hybrid quantum-classical computing, and real-world quantum applications, the program brings research, learning, and hands-on experimentation together.

Hosted through IEEE representation and inspired by IEEE's mission of “Advancing Technology for Humanity,” Qiskit Fall Fest 2026 invites participants to look beyond algorithms and explore a bigger question: How can quantum computing help solve meaningful real-world problems?

Whether you are writing your first quantum circuit or already exploring advanced quantum algorithms, this is a place to learn from published research, exchange ideas with the quantum community, and turn those ideas into projects with real-world potential.

LIVE COUNTDOWN — T-MINUS LAUNCH WINDOW
OCT 26 · 01:00 EDT
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EVENT COLLABORATORS
IBM Quantum Logo

IBM Quantum

IBM Qiskit Logo

IBM Qiskit

IEEE Quantum Logo

IEEE Quantum

IEEE Logo

IEEE

02 / A GLOBAL COMMUNITY — RESEARCH AND STANDARDS

IEEE × IBM Quantum: advancing the quantum ecosystem.

Complementary forces in the quantum era — IEEE Quantum Week convenes academia and industry to advance quantum research and engineering, while IBM Quantum researchers present work spanning error correction, scalable systems, software, and quantum-centric supercomputing.


IEEE and IBM Quantum contribute to this ecosystem from complementary directions. IEEE Quantum Week, IEEE's flagship multidisciplinary quantum computing conference, brings academia and industry together to advance quantum research and engineering. IBM Quantum researchers actively contribute to this forum (IBM Research — IEEE Quantum Week), presenting work spanning quantum error correction, scalable systems, software, and quantum-centric supercomputing.

Signal / Fall Fest10 YRS IBM QUANTUM

Beyond research, the IEEE Standards Association (IEEE SA) (IEEE SA — Quantum Standards Activities) is developing quantum standards and projects addressing areas such as quantum terminology, architectures, benchmarking, and energy efficiency helping create a shared technical foundation as quantum technologies mature.

IBM extends this foundation into hands-on exploration through Qiskit and cloud-accessible quantum systems, enabling researchers, developers, educators, and students to experiment with quantum computing.

Qiskit Fall Fest brings these worlds together: learn from research, build with real quantum tools, collaborate across the community, and explore how quantum technology can advance meaningful real-world applications.

03 / FULL EVENT ROADMAP & SESSIONS

Event schedule.

All sessions show India time first — IST (UTC+05:30) — with the matching US Eastern Time (EDT, UTC-04:00) listed directly below each one. Explore the three-day Qiskit Fall Fest 2026 program — inauguration, lectures, tea breaks, labs, and the hackathon problem statement.


Day 126 Oct 2026 IST / EDT
10:30 IST01:00 AM EDT

Inauguration

11:00 IST01:30 AM EDT

Introduction to Quantum Computing

11:45 IST02:15 AM EDT

Tea break

12:00 IST02:30 AM EDT

Introduction to Qiskit

12:45 IST03:15 AM EDT

Algorithm Analysis and Complexity

13:45 IST04:15 AM EDT

Lunch break

14:45 IST05:15 AM EDT

Qiskit Lab

15:45 IST06:15 AM EDT

Tea break

16:00 IST06:30 AM EDT

Qiskit Lab Session

Day 227 Oct 2026 IST / EDT
10:30 IST01:00 AM EDT

Quantum Algorithms

11:30 IST02:00 AM EDT

Tea break

11:45 IST02:15 AM EDT

Quantum Optimization Algorithms

12:45 IST03:15 AM EDT

Error Correction with Qiskit

13:45 IST04:15 AM EDT

Lunch break

14:45 IST05:15 AM EDT

Qiskit Lab 2

15:45 IST06:15 AM EDT

Tea break

16:00 IST06:30 AM EDT

Qiskit Lab 3

Day 328 Oct 2026 IST / EDT
10:00 IST12:30 AM EDT

Optimization Algorithm with Qiskit

10:45 IST01:15 AM EDT

Tea break

11:00 IST01:30 AM EDT

Optimization Algorithm with Qiskit

11:45 IST02:15 AM EDT

Hackathon problem statement

13:30 IST04:00 AM EDT

Lunch break

14:00 IST04:30 AM EDT

Hackathon statement

15:00 IST05:30 AM EDT

Valedictory Ceremony followed by Tea

04 / COMPETITIVE TRACKS & WORKSHOPS

Hackathon challenges.

Fork the official GitHub challenge repositories, develop novel quantum circuits and hybrid AI pipelines, and submit your solution for expert evaluation.


[LEVEL]:
[Track 01]Intermediate / Advanced
GitHub

Quantum Error Correction (QEC) & Fault-Tolerant Circuits

Design, benchmark, and simulate quantum error-correcting codes, syndrome extraction circuits, stabilizer measurements, and fault-tolerant logical qubits using Qiskit.

[CLONE REPOSITORY]:
git clone https://github.com/Trinexis-Quantum/Quantum-QEC.git
[PREREQUISITES]: Python 3.10+, Qiskit 1.x SDK, stabilizer formalism & noise modeling basics.
Surface CodesStabilizer CircuitsSyndrome ExtractionFault-Tolerant Qubits
Access Track Repository
[Track 02]Beginner / Intermediate
GitHub

Quantum AI for Healthcare & Biomedical Diagnostics

Develop hybrid quantum-classical neural networks and parameterized quantum circuits for biomedical diagnostics, medical CT/imaging analysis, and disease classification.

[CLONE REPOSITORY]:
git clone https://github.com/Trinexis-Quantum/Quantum-Healthcare.git
[PREREQUISITES]: Python 3.10+, Qiskit 1.x, basic machine learning (PyTorch / scikit-learn).
Hybrid QNNBiomedical DiagnosticsVariational Quantum CircuitsQiskit Machine Learning
Access Track Repository
[Track 03]Intermediate / Advanced
GitHub

Quantum Cybersecurity & Post-Quantum Cryptography

Implement quantum cryptographic protocols, BB84 quantum key distribution simulations, quantum random number generation (QRNG), and evaluate post-quantum security models.

[CLONE REPOSITORY]:
git clone https://github.com/Trinexis-Quantum/Quantum-Cybersecurity.git
[PREREQUISITES]: Python 3.10+, Qiskit 1.x SDK, cryptography & network security basics.
BB84 ProtocolQuantum Key DistributionQRNGPost-Quantum Security
Access Track Repository

05 / QUANTUM CONCEPTS — HANDS-ON NOTEBOOK SERIES

Quantum training series.

15 Jupyter notebooks advancing from quantum physics first principles through Qiskit, PennyLane, and canonical algorithms — Grover, Simon, Bernstein-Vazirani & Deutsch-Jozsa.


ACT 1·The Physics·NB 01–06
ACT 2·The Tools·NB 07–11
ACT 3·The Algorithms·NB 12–15
[VIEW REPO]
ACT 1 · THE PHYSICSNB 01–02

Double Slit & Stern-Gerlach

Wave-particle duality, spin quantisation & quantum measurement

“Before you can program a qubit, you must believe it exists.”
[$|ψ⟩$ KEY CONCEPTS]
Born RuleSuperpositionSpin-½NumPy Simulation
REAL-WORLD APPLICATIONS
Quantum SensingMRI & NMRBB84 QKDQuantum RNG
ACT 1 · THE PHYSICSNB 03

QM Postulates, Bra-Ket & Bloch Sphere

Dirac notation, measurement collapse & state visualisation

“Dirac's bra-ket notation is the lingua franca of quantum computing.”
[$|ψ⟩$ KEY CONCEPTS]
5 QM PostulatesBra-Ket NotationBloch SphereInner Products
REAL-WORLD APPLICATIONS
Surface Code QECQuantum SVM KernelsProtein FoldingNo-Cloning QKD
ACT 1 · THE PHYSICSNB 04

Bloch Sphere & Density Matrix

Pure vs mixed states, von Neumann entropy & NISQ realism

“Pure states are the ideal. Density matrices are the reality.”
[$|ψ⟩$ KEY CONCEPTS]
Density MatricesVon Neumann EntropyMixed StatesState Tomography
REAL-WORLD APPLICATIONS
IBM / Google QPU CharacterisationNISQ QMLLow-Field MRIQEC Purity Metrics
ACT 1 · THE PHYSICSNB 05

Purity, Coherence & Entanglement

Bell states, concurrence & entanglement entropy

“Entanglement is the resource that makes quantum computers powerful.”
[$|ψ⟩$ KEY CONCEPTS]
Bell StatesPartial TraceConcurrenceEntanglement Entropy
REAL-WORLD APPLICATIONS
Quantum Internet RepeatersE91 QKDQuantum GANsNV-Centre Magnetometry
ACT 1 · THE PHYSICSNB 06

Noise & Quantum Information Measures

Kraus operators, CPTP channels, T₁/T₂ & Holevo bound

“The enemy of every quantum computation is noise. Know your enemy.”
[$|ψ⟩$ KEY CONCEPTS]
Kraus OperatorsCPTP ChannelsT₁ / T₂ Times10 Info Measures
REAL-WORLD APPLICATIONS
Surface Code ThresholdsQML Noise-Aware TrainingClinical MRI CalibrationHolevo Satellite Links
ACT 2 · THE TOOLSNB 07

Quantum Gates Deep Dive

Single-qubit, two-qubit & three-qubit gates; universality

“Quantum gates are rotations. Once you see that, everything clicks.”
[$|ψ⟩$ KEY CONCEPTS]
Pauli X/Y/Z/H/S/TCNOT / SWAP / CZToffoli / Fredkin{H, T, CNOT} Universality
REAL-WORLD APPLICATIONS
Clifford Stabiliser CodesMagic State DistillationQNN Weights (Rx/Ry/Rz)Post-Quantum Genomic Encryption
ACT 2 · THE TOOLSNB 08

Quantum Circuits, Entangling Gates & WHT

Bell states, GHZ states & Walsh-Hadamard Transform

“A quantum circuit is a recipe. This notebook teaches you to read and write those recipes.”
[$|ψ⟩$ KEY CONCEPTS]
Bell & GHZ StatesCircuit DepthWalsh-Hadamard TransformNISQ Gate Count
REAL-WORLD APPLICATIONS
Quantum Fourier Transform (Shor's)Conference Key AgreementIBM Benchmark FidelityfMRI / CT Reconstruction
ACT 2 · THE TOOLSNB 09

Qiskit Introduction

QuantumCircuit, AerSimulator, Sampler & Estimator primitives

“Qiskit is IBM's open-source framework for quantum computing. This is your orientation session.”
[$|ψ⟩$ KEY CONCEPTS]
QuantumCircuit APIAerSimulatorSampler & EstimatorTranspiler & Backends
REAL-WORLD APPLICATIONS
IBM Quantum Cloud (433-qubit)Pharma Drug DiscoveryJPMorgan Portfolio OptimisationGenomics QML
ACT 2 · THE TOOLSNB 10

PennyLane Introduction

Differentiable quantum circuits, parameter-shift rule & VQE

“PennyLane bridges quantum circuits and machine learning.”
[$|ψ⟩$ KEY CONCEPTS]
QNodeParameter-Shift RuleVariational AnsätzeVQE Sketch
REAL-WORLD APPLICATIONS
Google / IBM / Xanadu QMLQAOA Portfolio SelectionVQE Drug DiscoveryQuantum GNNs
ACT 2 · THE TOOLSNB 11

Qiskit vs PennyLane: Synthesis & Comparison

Side-by-side circuits, noise models & framework bilingualism

“Knowing both frameworks means you can pick the right tool for every problem.”
[$|ψ⟩$ KEY CONCEPTS]
Side-by-Side Bell StateM3 vs ZNE MitigationQiskit↔PennyLane PluginFramework Trade-offs
REAL-WORLD APPLICATIONS
AWS Braket / Azure QuantumIndustrial Hybrid PipelinesBiomarker DiscoveryClinical Trial ML
ACT 3 · THE ALGORITHMSNB 12

Oracles, Primitives & Deutsch-Jozsa

Phase kickback, oracle construction & exponential speedup

“Deutsch-Jozsa: the first proof quantum computers can outperform classical ones.”
[$|ψ⟩$ KEY CONCEPTS]
Oracle ConstructionPhase KickbackSampler PrimitiveConstant vs Balanced
REAL-WORLD APPLICATIONS
Quantum CryptanalysisQuantum SVM KernelsPhotonic / Trapped-Ion BenchmarksFault-Tolerant Oracle Circuits
ACT 3 · THE ALGORITHMSNB 13

Bernstein-Vazirani Algorithm

Hidden string recovery with a single quantum query

“One query. Any string length. The hidden secret revealed instantly.”
[$|ψ⟩$ KEY CONCEPTS]
GF(2) Inner ProductBV Oracle CircuitExact Quantum SpeedupNoisy Simulation
REAL-WORLD APPLICATIONS
NIST PQC StandardsSurface Code Parity ChecksEHR Pattern DiscoveryMRI Linear Inversion
ACT 3 · THE ALGORITHMSNB 14

Simon's Algorithm

Exponential speedup via hidden XOR-period & GF(2) linear systems

“Simon's algorithm was the direct inspiration for Shor's algorithm.”
[$|ψ⟩$ KEY CONCEPTS]
Hidden Subgroup ProblemGF(2) Linear SystemInterference-Based RecoverySimon→Shor Bridge
REAL-WORLD APPLICATIONS
AES-256 Key Length DoublingNIST PQC ProcessQuantum GAN Latent StructureGenomic Database Security
ACT 3 · THE ALGORITHMSNB 15

Grover's Search Algorithm

Amplitude amplification, √N search & multi-target Grover

“Searching a billion-entry database in 31,623 steps. That is Grover's quadratic speedup.”
[$|ψ⟩$ KEY CONCEPTS]
Phase-Flip OracleGrover Diffusion Operatorπ/4·√N IterationsMulti-Target Grover
REAL-WORLD APPLICATIONS
Genomic Sequence MatchingJPMorgan Quantum Monte CarloFraud DetectionAlzheimer's Drug Screening

06 / LEADERSHIP & EVALUATION

Judges & speakers.

Distinguished researchers, engineers, and faculty members leading event organization and hackathon evaluation.


[HACKATHON JUDGES & EVALUATORS]

HG
IEEE

Hariharan Govindharajan

AI & Quantum Researcher and IEEE Senior Member

[JUDGE]LinkedIn

[IBM QISKIT ORGANIZING COMMITTEE]

[TRINEXIS QUANTUM • LEAD ORGANIZERS]
Senthil Vijayakumar
IEEE

Senthil Vijayakumar

Event Organizer and IEEE Senior Member

[ORGANIZER]LinkedIn
Sidharth E.
IEEE

Sidharth E.

Event Co-Organizer and IEEE Member

[ORGANIZER]LinkedIn
Selvavaani Senthilkumar
IEEE

Selvavaani Senthilkumar

Event Co-Organizer and IEEE Senior Member

[ORGANIZER]LinkedIn

07 / PUBLISHED RESEARCH

[SHOWING 6 / 6 PAPERS]

Research team's IEEE papers.

Authored publications in quantum machine learning, healthcare 5.0 diagnostics, knowledge graphs, and edge artificial intelligence presented at premier IEEE conferences.


[DOMAIN]:
[2022]Quantum Machine Learning & Computer Vision
[IEEE]

Contextual and Spatial Attention Model: Transfer Learning based Hybrid QNN Paradigm for Computer Vision Applications

IEEE International Conference on Quantum Computing and Engineering (QCE)Broomfield, CO, USA

Transfer learning accuracy and inference benchmarks across pre-trained CV architectures integrated with hybrid end-to-end QNN circuits for real-world computer vision deployment on AI edge devices.

#Hybrid QNN#Transfer Learning#Computer Vision#QCE 2022
[IEEE INDEXED]Read Paper
[2023]Healthcare & Quantum Edge AI
[IEEE]

A Hybrid QNN-Based Framework for Accurate Early Detection of HCV Liver Abnormalities from CT Scans Using Custom Transfer Learning and AI Edge Device

IEEE Region 10 Symposium (TENSYMP)Canberra, ACT, Australia

End-to-end hybrid QNN framework leveraging custom transfer learning to detect HCV-related liver lesions from CT scans, with hardware accelerators deployed on AI edge devices onboard CT scanners.

#Hybrid QNN#HCV Liver Detection#Medical CT Imaging#TENSYMP 2023
[IEEE INDEXED]Read Paper
[2023]Quantum NLP & Knowledge Graphs
[IEEE]

Revolutionizing Staffing and Recruiting with Contextual Knowledge Graphs and QNLP: An End-to-End Quantum Training Paradigm

IEEE International Conference on Knowledge Graph (ICKG)Shanghai, China

End-to-end compositional quantum natural language processing (QNLP) combined with contextual knowledge graphs for high-dimensional semantic search and talent matching.

#QNLP#Knowledge Graphs#Quantum Training#ICKG 2023
[IEEE INDEXED]Read Paper
[2024]Healthcare & Edge Quantum AI
[Taylor & Francis]

Revolutionizing COVID-19 Diagnosis: A Hybrid Quantum Neural Network-based Framework for Accurate Detection of Lung Abnormalities from CT Scans

Edge AI for Industry 5.0 and Healthcare 5.0 Applications (CRC Press)Boca Raton, FL, USA

Edge-deployable hybrid quantum neural network framework achieving state-of-the-art diagnostic accuracy for pulmonary abnormalities on compact AI edge devices.

#Edge AI#Hybrid QNN#Medical CT Imaging#Healthcare 5.0
[Taylor & Francis INDEXED]Read Paper
[2025]Healthcare & Quantum Edge AI
[IEEE]

A Novel Hybrid CNN–Quantum Neural Network Framework with Quantum Acceleration and Error Correction for High-Precision Breast Cancer Classification on AI Edge Devices

2025 IEEE World AI IoT Congress (AIIoT)Seattle, WA, USA

Hybrid ResNet152–QNN framework with Shor's Code and surface-code error correction achieving 97% breast cancer classification accuracy at 0.032 fps on AI edge devices.

#Hybrid QNN#Breast Cancer Classification#Quantum Error Correction#AIIoT 2025
[IEEE INDEXED]Read Paper
[2025]Precision Agriculture & Quantum Edge AI
[IEEE]

Quantum-Enhanced Hybrid CNN–QNN Framework for Intelligent Rice Disease Diagnosis and Real-Time Field Recommendations on Edge AI Devices

2025 IEEE 7th Symposium on Computers & Informatics (ISCI)Kuala Lumpur, Malaysia

Hybrid CNN–QNN model with parameterized quantum circuits and quantum error correction achieving 96.8% accuracy for real-time rice disease diagnosis and agronomic recommendations on edge devices.

#Rice Disease Classification#Hybrid QNN#Smart Agriculture#ISCI 2025
[IEEE INDEXED]Read Paper

08 / HACKATHON REGISTRATION

Secure your
participant slot.

Registration is mandatory for Qiskit Fall Fest 2026 participation. Seats are limited — complete the participant register below to confirm your entry across all three competitive tracks.


ELIGIBILITYOpen to students, researchers, faculty & professionals
FORMATOnline — IBM Quantum open access
SUBMISSIONResume upload is verified at check-in
DEADLINEOct 26, 01:00 EDT
Participant RegisterAll Fields Required
EXPERIENCE MATRIX
[01 / Are you familiar with the Python programming language?]
[02 / Have you learnt IBM Qiskit for Quantum Computing?]
[03 / Do you have basic knowledge of Quantum Computing?]
[04 / Have you used Qiskit before?]
[RESUME WITH HANDS-ON EXPERIENCE / PROJECTS]

Do not submit passwords through this form.