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National academic discovery

Search university repositories from one place.

Find final year projects, theses, dissertations, seminar papers and research outputs across participating institutions.

Repository records

88 results

attention-is-all-you-need-2024-001

This record links to the original Transformer paper, which introduced a sequence modelling architecture based entirely on self-attention. It is useful for repository testing because it cont…

Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, Illia Polosukhin UFTAN UNIVERSITY Computer Science 2024
Final Year Project metadata

mask-r-cnn-2020-025

This record links to the Mask R-CNN paper, which extends object detection with instance segmentation masks. It gives the repository a realistic external PDF for image analysis, computer vis…

Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick UFTAN UNIVERSITY Computer Engineering 2020
Final Year Project metadata

xgboost-a-scalable-tree-boosting-system-2023-021

This record links to the XGBoost paper, which describes a scalable tree boosting system used widely in data science. It provides a strong test case for statistics metadata, predictive model…

Tianqi Chen, Carlos Guestrin UFTAN UNIVERSITY Statistics 2023
Masters Thesis metadata

auto-encoding-variational-bayes-2022-022

This record links to the variational autoencoder paper, which introduces a practical approach to variational inference with neural networks. It supports realistic testing of statistics, gen…

Diederik P. Kingma, Max Welling UFTAN UNIVERSITY Statistics 2022
Final Year Project metadata

emerging-properties-in-self-supervised-vision-transformers-2025-016

This record links to the DINO self-supervised vision transformer paper, which studies emergent properties in learned visual representations. It is useful for testing modern machine learning…

Mathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou, Julien Mairal, Piotr Bojanowski, Armand Joulin UFTAN UNIVERSITY Computer Science 2025
Masters Thesis metadata

retrieval-augmented-generation-for-knowledge-intensive-nlp-tasks-2024-014

This record links to the RAG paper, which combines neural retrieval with sequence generation for knowledge-intensive NLP tasks. It provides a strong external PDF test case for repository se…

Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich Küttler, Mike Lewis, Wen-tau Yih, Tim Rocktäschel, Sebastian Riedel, Douwe Kiela UFTAN UNIVERSITY Information Systems 2024
Final Year Project metadata

an-image-is-worth-16x16-words-transformers-for-image-recognition-at-scale-2023-015

This record links to the Vision Transformer paper, which adapts transformer architectures to image classification through patch-based image representation. It is useful for validating compu…

Alexey Dosovitskiy, Lucas Beyer, Alexander Kolesnikov, Dirk Weissenborn, Xiaohua Zhai, Thomas Unterthiner, Mostafa Dehghani, Matthias Minderer, Georg Heigold, Sylvain Gelly, Jakob Uszkoreit, Neil Houlsby UFTAN UNIVERSITY Computer Engineering 2023
Masters Thesis metadata

lora-low-rank-adaptation-of-large-language-models-2026-012

This record links to the LoRA paper, which introduces low-rank adaptation for efficient fine-tuning of large language models. It is useful for testing AI thesis metadata, modern NLP keyword…

Edward J. Hu, Yelong Shen, Phillip Wallis, Zeyuan Allen-Zhu, Yuanzhi Li, Shean Wang, Lu Wang, Weizhu Chen UFTAN UNIVERSITY Computer Science 2026
Masters Thesis metadata

denoising-diffusion-probabilistic-models-2025-010

This record links to the denoising diffusion probabilistic models paper, which describes a generative modelling framework based on iterative noise reversal. It supports realistic testing fo…

Jonathan Ho, Ajay Jain, Pieter Abbeel UFTAN UNIVERSITY Computer Science 2025
Final Year Project metadata

you-only-look-once-unified-real-time-object-detection-2023-009

This record links to the YOLO object detection paper, which frames detection as a single regression problem over bounding boxes and class probabilities. It is useful for testing engineering…

Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi UFTAN UNIVERSITY Electrical and Electronics Engineering 2023
Final Year Project metadata

generative-adversarial-nets-2022-005

This record links to the original GAN paper, which introduced adversarial training between a generator and a discriminator. The document is useful for validating machine learning topics, ex…

Ian J. Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio UFTAN UNIVERSITY Computer Science 2022
Masters Thesis metadata

language-models-are-few-shot-learners-2025-004

This record links to the GPT-3 paper, which evaluates large autoregressive language models under few-shot, one-shot, and zero-shot settings. It is useful for stress-testing long author meta…

Tom B. Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, Sandhini Agarwal, Ariel Herbert-Voss, Gretchen Krueger, Tom Henig UFTAN UNIVERSITY Computer Science 2025
Final Year Project metadata