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Gyanateet Dutta
Work·Academic·CV

2022–2026

Work

Each line is a short account. Open a project for the rest.

2026

  • H-cGQE: Conditional GQEQuantum

    A GNN, Transformer, and QD-GRPO pipeline for molecular quantum-circuit design, built for GIC 2026.

  • MVA Rare Disease Hackathon 2026Vision

    A genome-to-genotype call for one child in SageBio’s rare-disease hackathon. The organisers’ scorer returned a full match.

  • CUDA Blackwell LabsSystems

    Twenty-two CUDA labs on a DGX Spark, from memory probes to hand-written FP4 tensor-core instructions.

  • Agentic structure-from-motionSystems

    An RL agent that calls geometric tools on hard structure-from-motion pairs. An implementation of Gabriele Berton's research idea, still in progress.

  • Causal-JEPA reproductionVision

    An independent reproduction of Causal-JEPA, object-level latent masking. I did not write the paper.

  • GOT-JEPA surgical tool trackingVision

    Public code for GOT-JEPA multi-object tracking of surgical tools on CholecTrack20, separate from the phase-recognition paper.

  • iQuHACK 2026 NVIDIA LABSQuantum

    Guide for Team Cubits on NVIDIA’s LABS challenge at iQuHACK 2026.

  • PCOS edge agentSystems

    A local-first router that decides which on-device model, memory store or cloud service answers a request, across Chrome, Android, iOS and a Pixel Watch.

  • QuantumForgeQuantum

    A Rust statevector simulator with a Qiskit bridge, benchmarked against NumPy and Qiskit Aer from 4 to 26 qubits.

2025

  • Bradford Quantum Hackathon 2025Quantum

    At Bradford Quantum 2025, Quantum Buddies used lambeq and Quixer to tell promoters from non-promoters on GRCh38.

  • YQuantum 2025 (Yale)Quantum

    Quantum Rings virtual-track win at YQuantum 2025, with Alisa Petrusinskaia, on a generalised Shor implementation.

  • AIMS: Surgical Phase DetectionVision

    DINOv2 models for endoscopic surgical workflow at AIMS, later an ISBI 2026 paper.

  • MSc Thesis: Surgical Video PredictionVision

    A VAE–Transformer for surgical video prediction: +2.36 dB PSNR over the chosen baselines, at 22 FPS.

  • NQCC UK Quantum HackathonQuantum

    Participant on the Rolls-Royce hydrogen-on-nickel challenge at the 2025 NQCC UK Quantum Hackathon.

  • City of London Quantum HackathonQuantum

    Finalist at the City of London quantum hackathon, with QCBM and quantum-walk MCMC for market simulation.

  • Quantum BuddiesQuantum

    A three-person collective I co-founded in 2025, for shared repositories and hackathon work.

2024

  • Dalton Mills VR ReconstructionSystems

    A VR reconstruction of Dalton Mills after the 2022 fire, for the Congruence Engine, built in Unreal Engine 5 with Leeds HELIX XR.

  • Pothole Detection (arXiv)Vision

    Co-author of a YOLOv7 + ESRGAN preprint: 94.7% precision and 82.6% recall on the PNW table.

  • Multiview diffusion 3DVision

    A public Hugging Face Space for multiview diffusion. The figure is a generated illustration, not a capture of a run.

2023

  • JAX Diffusers SprintVision

    Eighth globally in the 2023 Hugging Face JAX Diffusers sprint, with a ControlNet trained on TPU v4.

  • AWS AI/ML ScholarSystems

    AWS AI/ML Scholar, 2022–2023. I trained PPO agents in DeepRacer and finished in the top 15% of the scholarship league.

2022

  • Hopfield Networks & TSPVision

    A 2022 sole-author arXiv note on Hopfield networks and simulated annealing for TSP.

Undated

  • B3tt3r: 3D ReconstructionSystems

    Stereo reconstruction from image pairs, combining Mast3r and Spann3r.

  • CUDA Kernel DevelopmentSystems

    A practice log of CUDA C++ kernels and CUDA-Q / cuQuantum exercises.

  • Deep RL & Hugging FaceVision

    PPO, DQN, Doom, and PyBullet agents from the Hugging Face Deep RL course.

  • Gemma-Le: VLA PolicyVision

    A compact vision-language-action policy in a LeRobot fork, with checkpoints on the Hub.

  • LGM: 3D Model GenerationVision

    A Hugging Face Space that wraps LGM for image-to-3D.

  • Physics-Informed Neural NetworksSystems

    CUDA notebooks for Navier–Stokes and Burgers-type equations, with physics-informed neural network experiments.

  • Qiskit on QubitQuantum

    Qiskit notebooks on algorithms, variational circuits, and a little QML.

  • Quantum Continuous Thought MachinesQuantum

    A hybrid quantum–classical recurrent sketch under Quantum Buddies.

  • Quantum Error CorrectionQuantum

    Surface-code experiments in Stim.

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