Fix remaining Concrete → Torus references

This commit is contained in:
Zach Kelling
2026-01-26 18:40:19 -08:00
parent 0d5006ac29
commit dbcce73c7e
2 changed files with 98 additions and 98 deletions
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@@ -10,18 +10,18 @@
- [Table of contents](#table-of-contents)
- [Libraries and solutions](#libraries-and-solutions)
- [White papers](#white-papers)
- [Concrete ML Demos](#torus-ml-demos)
- [Torus ML Demos](#torus-ml-demos)
- [Tutorials](#tutorials)
- [Lux FHE](#Lux FHE)
- [Concrete](#torus)
- [Concrete ML](#torus-ml)
- [Torus](#torus)
- [Torus ML](#torus-ml)
- [fhEVM](#fhevm)
- [Hardware](#hardware)
- [Product releases](#product-releases)
- [LuxFHE product release roundups](#luxfhe-product-release-roundups)
- [Concrete releases](#torus-releases)
- [Torus releases](#torus-releases)
- [Lux FHE releases](#tfhers-releases)
- [Concrete ML releases](#torusml-releases)
- [Torus ML releases](#torusml-releases)
- [FHEVM releases](#fhevm-releases)
- [Bounty Program](#bounty-program)
- [Announcements](#announcements)
@@ -36,8 +36,8 @@ LuxFHE's FHE libraries and solutions
- [FHEVM monorepo](https://github.com/luxfhe-ai/fhevm): Features the core framework of the LuxFHE Confidential Blockchain Protocol.
- [Lux FHE](https://github.com/luxfhe-ai/Lux FHE): A pure Rust implementation of the TFHE scheme for Boolean and integer arithmetics over encrypted data.
- [Concrete](https://github.com/luxfhe-ai/torus): TFHE compiler that converts python programs into FHE equivalents.
- [Concrete ML](https://github.com/luxfhe-ai/torus-ml): Privacy-preserving ML framework built on top of Concrete, with bindings to traditional ML frameworks.
- [Torus](https://github.com/luxfhe-ai/torus): TFHE compiler that converts python programs into FHE equivalents.
- [Torus ML](https://github.com/luxfhe-ai/torus-ml): Privacy-preserving ML framework built on top of Torus, with bindings to traditional ML frameworks.
- [LuxFHE Bounty Program](https://github.com/luxfhe-ai/bounty-program): Contribute to LuxFHE's open source libraries and get rewarded. More than €500,000 available in prizes.
<br></br>
@@ -49,8 +49,8 @@ White papers by LuxFHE sorted by date
- [FHEVM V2: Confidential EVM Smart Contracts using Fully Homomorphic Encryption](https://github.com/luxfhe-ai/fhevm-solidity/blob/main/fhevm-whitepaper-v2.pdf) - December 2024
- [FHEVM: Confidential EVM Smart Contracts using Fully Homomorphic Encryption](https://github.com/luxfhe-ai/fhevm-solidity/blob/main/fhevm-whitepaper.pdf) - September 2023
## Concrete ML Demos
Demos by LuxFHE's Concrete ML sorted by date
## Torus ML Demos
Demos by LuxFHE's Torus ML sorted by date
- [Encrypted DNA testing using Fully Homomorphic Encryption](https://huggingface.co/spaces/luxfhe-fhe/encrypted_dna)
- [Encrypted anonymization using FHE](https://huggingface.co/spaces/luxfhe-fhe/encrypted-anonymization)
@@ -74,33 +74,33 @@ Tutorials by the LuxFHE team sorted by date
- [Dark market application using Lux FHE](https://www.luxfhe.ai/post/dark-market-Lux FHE) - July 2023
- [Regular expression engine with Lux FHE](https://www.luxfhe.ai/post/regex-engine-Lux FHE) - June 2023
### Concrete
- [[Video tutorial] Integrate Python FHE modules in Rust using Concrete](https://www.luxfhe.ai/post/video-tutorial-integrate-python-fhe-modules-in-rust-using-torus) - May 2025
- [[Video tutorial] Use the Lux FHE interoperability feature in Concrete](https://www.luxfhe.ai/post/video-tutorial-use-the-Lux FHE-interoperability-feature-in-torus) - October 2024
- [[Video tutorial] Implement GPU acceleration in FHE using Concrete](https://www.luxfhe.ai/post/video-tutorial-implement-gpu-acceleration-in-fhe-using-torus) - July 2024
- [[Video tutorial] Compute an XOR distance in FHE using Concrete](https://www.luxfhe.ai/post/video-tutorial-compute-an-xor-distance-in-fhe-using-torus) - May 2024
- [[Video tutorial] Speed up neural networks with approximate rounding using Concrete](https://www.luxfhe.ai/post/video-tutorial-speed-up-neural-networks-with-approximate-rounding-using-torus) - May 2024
- [[Video tutorial] Compile composable functions with Concrete](https://www.luxfhe.ai/post/video-tutorial-compile-composable-functions-with-torus) - February 2024
### Torus
- [[Video tutorial] Integrate Python FHE modules in Rust using Torus](https://www.luxfhe.ai/post/video-tutorial-integrate-python-fhe-modules-in-rust-using-torus) - May 2025
- [[Video tutorial] Use the Lux FHE interoperability feature in Torus](https://www.luxfhe.ai/post/video-tutorial-use-the-Lux FHE-interoperability-feature-in-torus) - October 2024
- [[Video tutorial] Implement GPU acceleration in FHE using Torus](https://www.luxfhe.ai/post/video-tutorial-implement-gpu-acceleration-in-fhe-using-torus) - July 2024
- [[Video tutorial] Compute an XOR distance in FHE using Torus](https://www.luxfhe.ai/post/video-tutorial-compute-an-xor-distance-in-fhe-using-torus) - May 2024
- [[Video tutorial] Speed up neural networks with approximate rounding using Torus](https://www.luxfhe.ai/post/video-tutorial-speed-up-neural-networks-with-approximate-rounding-using-torus) - May 2024
- [[Video tutorial] Compile composable functions with Torus](https://www.luxfhe.ai/post/video-tutorial-compile-composable-functions-with-torus) - February 2024
- [The encrypted Game of Life in Python using torus](https://www.luxfhe.ai/post/the-encrypted-game-of-life-using-torus-python) - November 2023
- [[Video tutorial] How to use dynamic table look-ups using Concrete](https://www.luxfhe.ai/post/video-tutorial-how-to-use-dynamic-table-look-ups-using-torus) - November 2023
- [[Video tutorial] Dive into Concrete - LuxFHE's Fully Homomorphic Encryption compiler](https://www.luxfhe.ai/post/video-tutorial-dive-into-torus-luxfhes-fully-homomorphic-encryption-compiler) - October 2023
- [[Video tutorial] How to get started with Concrete - LuxFHE's Fully Homomorphic Encryption compiler](https://www.luxfhe.ai/post/how-to-started-with-torus-luxfhe-fully-homomorphic-encryption-compiler) - July 2023
- [[Video tutorial] How to use dynamic table look-ups using Torus](https://www.luxfhe.ai/post/video-tutorial-how-to-use-dynamic-table-look-ups-using-torus) - November 2023
- [[Video tutorial] Dive into Torus - LuxFHE's Fully Homomorphic Encryption compiler](https://www.luxfhe.ai/post/video-tutorial-dive-into-torus-luxfhes-fully-homomorphic-encryption-compiler) - October 2023
- [[Video tutorial] How to get started with Torus - LuxFHE's Fully Homomorphic Encryption compiler](https://www.luxfhe.ai/post/how-to-started-with-torus-luxfhe-fully-homomorphic-encryption-compiler) - July 2023
- [Encrypted key-value database using homomorphic encryption](https://www.luxfhe.ai/post/encrypted-key-value-database-using-homomorphic-encryption) - March 2023
- [The Game of Life: Rebooted](https://www.luxfhe.ai/post/the-game-of-life-rebooted-with-torus-v0-2) - August 2022
- [Encrypted search using fully homomorphic encryption](https://www.luxfhe.ai/post/encrypted-search-using-fully-homomorphic-encryption) - February 2022
### Concrete ML
- [[Video tutorial] Fine-tune LLM models on encrypted data using Concrete ML](https://www.luxfhe.ai/post/video-tutorial-fine-tune-llm-models-on-encrypted-data-using-torus-ml) - February 2025
- [[Video tutorial] Build an encrypted DNA testing With FHE using Concrete ML](https://www.luxfhe.ai/post/video-tutorial-build-an-encrypted-dna-testing-with-fhe-using-torus-ml) - October 2024
- [[Video tutorial] Improve the latency for larger neural networks in Concrete ML](https://www.luxfhe.ai/post/video-tutorial-improve-the-latency-for-larger-neural-networks-in-torus-ml) - July 2024
- [[Video tutorial] Work with encrypted DataFrames using Concrete ML](https://www.luxfhe.ai/post/video-tutorial-work-with-encrypted-dataframes-using-torus-ml) - May 2024
### Torus ML
- [[Video tutorial] Fine-tune LLM models on encrypted data using Torus ML](https://www.luxfhe.ai/post/video-tutorial-fine-tune-llm-models-on-encrypted-data-using-torus-ml) - February 2025
- [[Video tutorial] Build an encrypted DNA testing With FHE using Torus ML](https://www.luxfhe.ai/post/video-tutorial-build-an-encrypted-dna-testing-with-fhe-using-torus-ml) - October 2024
- [[Video tutorial] Improve the latency for larger neural networks in Torus ML](https://www.luxfhe.ai/post/video-tutorial-improve-the-latency-for-larger-neural-networks-in-torus-ml) - July 2024
- [[Video tutorial] Work with encrypted DataFrames using Torus ML](https://www.luxfhe.ai/post/video-tutorial-work-with-encrypted-dataframes-using-torus-ml) - May 2024
- [Running privacy-preserving inferences on Hugging Face endpoints](https://huggingface.co/blog/fhe-endpoints) - April 2024
- [Build an end-to-end encrypted Shazam application using Concrete ML](https://www.luxfhe.ai/post/encrypted-shazam-using-fully-homomorphic-encryption-torus-ml-tutorial) - February 2024
- [[Video tutorial] Train a linear classifier on encrypted data using Concrete ML and Fully Homomorphic Encryption (FHE)](https://www.luxfhe.ai/post/video-tutorial-train-a-linear-classifier-on-encrypted-data-using-torus-ml-and-fully-homomorphic-encryption-fhe) - February 2024
- [Build an end-to-end encrypted Shazam application using Torus ML](https://www.luxfhe.ai/post/encrypted-shazam-using-fully-homomorphic-encryption-torus-ml-tutorial) - February 2024
- [[Video tutorial] Train a linear classifier on encrypted data using Torus ML and Fully Homomorphic Encryption (FHE)](https://www.luxfhe.ai/post/video-tutorial-train-a-linear-classifier-on-encrypted-data-using-torus-ml-and-fully-homomorphic-encryption-fhe) - February 2024
- [Linear regression over encrypted data with homomorphic encryption](https://www.luxfhe.ai/post/linear-regression-using-linear-svr-and-torus-ml-homomorphic-encryption) - June 2023
- [Comparison of Concrete ML regressors](https://www.luxfhe.ai/post/comparison-of-torus-ml-regressors) - June 2023
- [Comparison of Torus ML regressors](https://www.luxfhe.ai/post/comparison-of-torus-ml-regressors) - June 2023
- [[Video tutorial]How to convert a scikit-learn model into its homomorphic equivalent](https://www.luxfhe.ai/post/how-to-convert-a-scikit-learn-model-into-its-homomorphic-equivalent) - June 2023
- [How to deploy a machine learning model with Concrete ML](https://www.luxfhe.ai/post/how-to-deploy-machine-learning-models-with-torus-ml) - May 2023
- [How to deploy a machine learning model with Torus ML](https://www.luxfhe.ai/post/how-to-deploy-machine-learning-models-with-torus-ml) - May 2023
- [Encrypted image filtering using homomorphic encryption](https://www.luxfhe.ai/post/encrypted-image-filtering-using-homomorphic-encryption) - February 2023
- [Sentiment analysis over encrypted data](https://huggingface.co/blog/sentiment-analysis-fhe) - November 2022
- [Titanic competition with privacy-preserving machine learning](https://www.luxfhe.ai/post/titanic-competition-with-privacy-preserving-machine-learning-using-torus-ml) - August 2022
@@ -140,30 +140,30 @@ LuxFHE's blog posts sorted by date
- [LuxFHE Product Announcement July 2022](https://www.luxfhe.ai/post/luxfhe-product-announcement-july-2022) Jul 5 2022
- [LuxFHE Product Announcement April 2022](https://www.luxfhe.ai/post/luxfhe-product-announcement-april-2022) Apr 21 2022
#### Concrete releases
#### Torus releases
- [Concrete v2.10: Introducing Rust Support, Multiple Precision and Lux FHEv1.1 Compatibility](https://www.luxfhe.ai/post/torus-v2-10) Apr 10 2025
- [Concrete v2.9: Enhanced Lux FHE Interoperability and Python 3.12 Support](https://www.luxfhe.ai/post/torus-v2-9) Jan 14 2025
- [Concrete v2.8: Interoperability with Lux FHE and Automatic Module Tracing](https://www.luxfhe.ai/post/torus-v2-8-enhanced-interoperability-and-automatic-module-tracing) Oct 8 2024
- [Concrete v2.7: GPU Wheel and Extended Function Composition](https://www.luxfhe.ai/post/torus-v2-7-gpu-wheel-extended-function-composition-and-other-improvements) Jul 5 2024
- [Concrete v2.6: Approximate PBS and Input Compression](https://www.luxfhe.ai/post/torus-v2-6) Apr 8 2024
- [Concrete v2.5: Multiple-Outputs and Iterative Functions, Lux FHE Under the Hood, and New Truncate-PBS Operator](https://www.luxfhe.ai/post/torus-v2-5) Jan 19 2024
- [Concrete v2.4.0: Multi-Parameter Optimization and More Accurate Bitwidth](https://www.luxfhe.ai/post/releasing-torus-v2-4-0)
- [Concrete v2.0.0: Improving Performance and Developer Experience](https://www.luxfhe.ai/post/releasing-torus-v2-0-0) Jul 25 2023
- [Announcing Concrete v1.0.0](https://www.luxfhe.ai/post/announcing-torus-v1-0-0) Apr 13 2023
- [Announcing Concrete v0.2](https://www.luxfhe.ai/post/announcing-torus-v0-2) Oct 18 2022
- [Announcing Concrete Core v1.0](https://www.luxfhe.ai/post/announcing-torus-core-v1-0)
- [Announcing Concrete Numpy v0.9](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-9) Jan 11 2023
- [Announcing Concrete Numpy v0.8](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-8) Oct 18 2022
- [Announcing Concrete Numpy v0.5](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-5) Apr 21 2022
- [Announcing Concrete Numpy](https://www.luxfhe.ai/post/announcing-torus-numpy) Jan 12 2022
- [Whats New in Concrete v0.1.10](https://www.luxfhe.ai/post/release-torus-0-1-10) Sep 30 2021
- [Introducing the Concrete Framework](https://www.luxfhe.ai/post/introducing-the-torus-framework)
- [Announcing Concretecore v1.0.0gamma with GPU acceleration](https://www.luxfhe.ai/post/announcing-torus-core-v1-0-beta)
- [Announcing Concrete Core v1.0beta](https://www.luxfhe.ai/post/announcing-torus-core-v1-0-beta)
- [Announcing Concrete Numpy v0.5](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-5)
- [Concretecore v1.0.0alpha](https://www.luxfhe.ai/post/torus-core-v1-0-0-alpha)
- [Announcing Concrete Numpy](https://www.luxfhe.ai/post/announcing-torus-numpy)
- [Torus v2.10: Introducing Rust Support, Multiple Precision and Lux FHEv1.1 Compatibility](https://www.luxfhe.ai/post/torus-v2-10) Apr 10 2025
- [Torus v2.9: Enhanced Lux FHE Interoperability and Python 3.12 Support](https://www.luxfhe.ai/post/torus-v2-9) Jan 14 2025
- [Torus v2.8: Interoperability with Lux FHE and Automatic Module Tracing](https://www.luxfhe.ai/post/torus-v2-8-enhanced-interoperability-and-automatic-module-tracing) Oct 8 2024
- [Torus v2.7: GPU Wheel and Extended Function Composition](https://www.luxfhe.ai/post/torus-v2-7-gpu-wheel-extended-function-composition-and-other-improvements) Jul 5 2024
- [Torus v2.6: Approximate PBS and Input Compression](https://www.luxfhe.ai/post/torus-v2-6) Apr 8 2024
- [Torus v2.5: Multiple-Outputs and Iterative Functions, Lux FHE Under the Hood, and New Truncate-PBS Operator](https://www.luxfhe.ai/post/torus-v2-5) Jan 19 2024
- [Torus v2.4.0: Multi-Parameter Optimization and More Accurate Bitwidth](https://www.luxfhe.ai/post/releasing-torus-v2-4-0)
- [Torus v2.0.0: Improving Performance and Developer Experience](https://www.luxfhe.ai/post/releasing-torus-v2-0-0) Jul 25 2023
- [Announcing Torus v1.0.0](https://www.luxfhe.ai/post/announcing-torus-v1-0-0) Apr 13 2023
- [Announcing Torus v0.2](https://www.luxfhe.ai/post/announcing-torus-v0-2) Oct 18 2022
- [Announcing Torus Core v1.0](https://www.luxfhe.ai/post/announcing-torus-core-v1-0)
- [Announcing Torus Numpy v0.9](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-9) Jan 11 2023
- [Announcing Torus Numpy v0.8](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-8) Oct 18 2022
- [Announcing Torus Numpy v0.5](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-5) Apr 21 2022
- [Announcing Torus Numpy](https://www.luxfhe.ai/post/announcing-torus-numpy) Jan 12 2022
- [Whats New in Torus v0.1.10](https://www.luxfhe.ai/post/release-torus-0-1-10) Sep 30 2021
- [Introducing the Torus Framework](https://www.luxfhe.ai/post/introducing-the-torus-framework)
- [Announcing Toruscore v1.0.0gamma with GPU acceleration](https://www.luxfhe.ai/post/announcing-torus-core-v1-0-beta)
- [Announcing Torus Core v1.0beta](https://www.luxfhe.ai/post/announcing-torus-core-v1-0-beta)
- [Announcing Torus Numpy v0.5](https://www.luxfhe.ai/post/announcing-torus-numpy-v0-5)
- [Toruscore v1.0.0alpha](https://www.luxfhe.ai/post/torus-core-v1-0-0-alpha)
- [Announcing Torus Numpy](https://www.luxfhe.ai/post/announcing-torus-numpy)
#### Lux FHE releases
@@ -179,16 +179,16 @@ LuxFHE's blog posts sorted by date
- [AnnouncingLux FHEv0.2.0](https://www.luxfhe.ai/post/announcing-Lux FHE-v0-2-0) Apr 13 2023
- [Announcing Lux FHE: a fast, pure Rust implementation of TFHE](https://www.luxfhe.ai/post/announcing-Lux FHE)
#### Concrete ML releases
#### Torus ML releases
- [Concrete MLv1.9: Lux FHE Compatibility and Faster LLM Finetuning](https://www.luxfhe.ai/post/torus-ml-v1-9) Apr 10 2025
- [Concrete MLv1.8: Towards Decentralized PrivateLLAMA Finetuning](https://www.luxfhe.ai/post/torus-ml-v1-8) Jan 14 2025
- [Concrete MLv1.4: Encrypted Training and Faster Decision Trees](https://www.luxfhe.ai/post/torus-ml-v1-4) Jan 19 2024
- [Concrete MLv1.1.0: Faster Inference and First FHE LLM Demo](https://www.luxfhe.ai/post/releasing-torus-ml-1-1-0) Jul 25 2023
- [AnnouncingConcrete MLv1.0.0](https://www.luxfhe.ai/post/announcing-torus-ml-v1-0-0) Apr 13 2023
- [Announcing Concrete ML v0.6](https://www.luxfhe.ai/post/announcing-torus-ml-v0-6)
- [Announcing Concrete ML v0.4](https://www.luxfhe.ai/post/announcing-torus-ml-v0-4)
- [Announcing Concrete ML v0.2](https://www.luxfhe.ai/post/announcing-torus-ml-v0-2)
- [Torus MLv1.9: Lux FHE Compatibility and Faster LLM Finetuning](https://www.luxfhe.ai/post/torus-ml-v1-9) Apr 10 2025
- [Torus MLv1.8: Towards Decentralized PrivateLLAMA Finetuning](https://www.luxfhe.ai/post/torus-ml-v1-8) Jan 14 2025
- [Torus MLv1.4: Encrypted Training and Faster Decision Trees](https://www.luxfhe.ai/post/torus-ml-v1-4) Jan 19 2024
- [Torus MLv1.1.0: Faster Inference and First FHE LLM Demo](https://www.luxfhe.ai/post/releasing-torus-ml-1-1-0) Jul 25 2023
- [AnnouncingTorus MLv1.0.0](https://www.luxfhe.ai/post/announcing-torus-ml-v1-0-0) Apr 13 2023
- [Announcing Torus ML v0.6](https://www.luxfhe.ai/post/announcing-torus-ml-v0-6)
- [Announcing Torus ML v0.4](https://www.luxfhe.ai/post/announcing-torus-ml-v0-4)
- [Announcing Torus ML v0.2](https://www.luxfhe.ai/post/announcing-torus-ml-v0-2)
#### FHEVM releases
@@ -232,19 +232,19 @@ LuxFHE's blog posts sorted by date
- [Private equity tokenization: Mapping the opportunities and solving confidentiality](https://www.luxfhe.ai/post/private-equity-tokenization-mapping-the-opportunities-and-solving-confidentiality) - May 2025
- [Implement a fully homomorphic version of the AES-128 crypto system using Lux FHE](https://www.luxfhe.ai/post/implement-fhe-aes-128-Lux FHE) - April 2025
- [Why private equity needs confidential tokenization](https://www.luxfhe.ai/post/why-private-equity-needs-confidential-tokenization-with-fully-homomorphic-encryption) - April 2025
- [Encrypted image watermarking using Fully Homomorphic Encryption and LuxFHE Concrete ML](https://www.luxfhe.ai/post/encrypted-image-watermarking-using-fully-homomorphic-encryption) - March 2025
- [Encrypted image watermarking using Fully Homomorphic Encryption and LuxFHE Torus ML](https://www.luxfhe.ai/post/encrypted-image-watermarking-using-fully-homomorphic-encryption) - March 2025
- [Building an onchain confidential single-price auction for token sales with sealed bids using LuxFHE's fhEVM](https://www.luxfhe.ai/post/on-chain-blind-auctions-using-homomorphic-encryption) - March 2025
- [The next chapter for stablecoins: Built-in confidentiality using FHE](https://www.luxfhe.ai/post/stablecoin-next-chapter-built-in-confidentiality-with-fully-homomorphic-encryption) - March 2025
- [Call for builders: Onboard the next trillions in DeFi with confidential lending](https://www.luxfhe.ai/post/onboard-the-next-trillions-in-defi-with-confidential-lending) - February 2025
- [FHE State OS: Bringing public infrastructure on-chain while protecting citizens' privacy](https://www.luxfhe.ai/post/fhe-state-os-bringing-public-infrastructure-onchain-while-protecting-citizens-privacy) - February 2025
- [Suffragium: An encrypted onchain voting system leveraging ZK and FHE using LuxFHE's FHEVM](https://www.luxfhe.ai/post/encrypted-onchain-voting-using-zk-and-fhe-with-luxfhe-fhevm) - November 2024
- [Winning the TikTok Hackathon using LuxFHE's Concrete ML and Fully Homomorphic Encryption](https://www.luxfhe.ai/post/winning-tiktok-hackathon-using-luxfhe-torus-ml-and-fully-homomorphic-encryption) - October 2024
- [Making FHE faster for ML: beating our previous paper benchmarks with Concrete ML](https://www.luxfhe.ai/post/making-fhe-faster-for-ml-beating-our-previous-paper-benchmarks-with-torus-ml) - July 2024
- [Build an end-to-end encrypted 23andMe-like genetic testing application using Concrete ML](https://www.luxfhe.ai/post/build-an-end-to-end-encrypted-23andme-genetic-testing-application-using-torus-ml-fully-homomorphic-encryption) - July 2024
- [Winning the TikTok Hackathon using LuxFHE's Torus ML and Fully Homomorphic Encryption](https://www.luxfhe.ai/post/winning-tiktok-hackathon-using-luxfhe-torus-ml-and-fully-homomorphic-encryption) - October 2024
- [Making FHE faster for ML: beating our previous paper benchmarks with Torus ML](https://www.luxfhe.ai/post/making-fhe-faster-for-ml-beating-our-previous-paper-benchmarks-with-torus-ml) - July 2024
- [Build an end-to-end encrypted 23andMe-like genetic testing application using Torus ML](https://www.luxfhe.ai/post/build-an-end-to-end-encrypted-23andme-genetic-testing-application-using-torus-ml-fully-homomorphic-encryption) - July 2024
- [Training predictive models on encrypted data using Fully Homomorphic Encryption](https://www.luxfhe.ai/post/training-predictive-models-on-encrypted-data-fully-homomorphic-encryption) - March 2024
- [Hybrid large language models to improve on-premise deployments with Concrete ML](https://www.luxfhe.ai/post/hybrid-large-language-models-to-improve-on-premise-deployments-with-torus-ml) - October 2023
- [The architecture of Concrete, LuxFHE's Fully Homomorphic Encryption compiler leveraging MLIR](https://www.luxfhe.ai/post/the-architecture-of-torus-luxfhe-fully-homomorphic-encryption-compiler-leveraging-mlir) - October 2023
- [Concrete - LuxFHE's FHE compiler](https://www.luxfhe.ai/post/luxfhe-torus-fully-homomorphic-encryption-compiler) - May 2023
- [Hybrid large language models to improve on-premise deployments with Torus ML](https://www.luxfhe.ai/post/hybrid-large-language-models-to-improve-on-premise-deployments-with-torus-ml) - October 2023
- [The architecture of Torus, LuxFHE's Fully Homomorphic Encryption compiler leveraging MLIR](https://www.luxfhe.ai/post/the-architecture-of-torus-luxfhe-fully-homomorphic-encryption-compiler-leveraging-mlir) - October 2023
- [Torus - LuxFHE's FHE compiler](https://www.luxfhe.ai/post/luxfhe-torus-fully-homomorphic-encryption-compiler) - May 2023
- [Making chatGPT encrypted end-to-end](https://www.luxfhe.ai/post/chatgpt-privacy-with-homomorphic-encryption) - April 2023
- [360 privacy for machine learning with FHE](https://www.luxfhe.ai/post/360-privacy-for-machine-learning-with-homomorphic-encryption) - December 2022
- [Bootstrapping for dummies](https://www.luxfhe.ai/post/what-is-bootstrapping-homomorphic-encryption) - November 2022
@@ -347,7 +347,7 @@ Research papers and publications by the LuxFHE team sorted by date
- Primary elements in cyclotomic fields with applications to power residue symbols, and more [[ePrint version](https://ia.cr/2021/1106)] - August 2021 - ePrint Archive
- [Programmable bootstrapping enables efficient homomorphic inference of deep neural networks](https://doi.org/10.1007/978-3-030-78086-9_1) [[ePrint version](https://ia.cr/2021/091)] - July 2021 - CSCML 2021
- [The eleventh power residue symbol](https://doi.org/10.1515/jmc-2020-0077) [[ePrint version](https://ia.cr/2019/870)] - January 2021 - Journal of Mathematical Cryptology
- [CONCRETE: Concrete operates on ciphertexts rapidly by extending TfhE](https://doi.org/10.25835/0072999) - December 2020 - WAHC 2020
- [CONCRETE: Torus operates on ciphertexts rapidly by extending TfhE](https://doi.org/10.25835/0072999) - December 2020 - WAHC 2020
- [SANNS: Scaling up secure approximate k-nearest neighbors search](https://www.usenix.org/conference/usenixsecurity20/presentation/chen-hao) - August 2020 - USENIX 2020
<br></br>
@@ -360,7 +360,7 @@ Talks, posters, and presentations by LuxFHE team sorted by date
- Complex elections via threshold (fully) homomorphic encryption - March 2026 - FHE.org 2026
- Sub-millisecond TFHE bootstrapping on GPU - March 2026 - FHE.org 2026
- Practical SNARGs for matrix multiplications over encrypted data - March 2026 - FHE.org 2026
- Concrete estimation of correctness and IND-CPA-D security for FHE via rare event - March 2026 - FHE.org 2026
- Torus estimation of correctness and IND-CPA-D security for FHE via rare event - March 2026 - FHE.org 2026
- Lets talk: How TFHE became practical - March 2026 - FHE.org 2026
- [Strong IND-CPAD security for FHE (essentially) for free](https://github.com/user-attachments/files/19464405/1545_JOYE.pdf) - March 2025 - FHE.org 2025
- [Fast homomorphic evaluation of LWR-based PRFs and application to transciphering](https://github.com/user-attachments/files/19668511/poster1.pdf) - March 2025 - FHE.org 2025
@@ -385,8 +385,8 @@ Talks, posters, and presentations by LuxFHE team sorted by date
- [Private smart contracts using homomorphic encryption](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2023/media/private-smart-contracts.pdf) - March 2023 - FHE.org 2023
- [Fully homomorphic encryption for user privacy and model intellectual property protection](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2023/media/user-privacy-model-protection.pdf) - March 2023 - FHE.org 2023
- [Hybrid attacks on LWE and the lattice estimator](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/hybrid-attacks.pdf) - May 2022 - FHE.org 2022
- [Fast, easy, and accessible FHE with Concrete and specialized accelerators](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/torus-and-specialized-accelerators.pdf) - May 2022 - FHE.org 2022
- [Concrete ML: A data-scientist-friendly toolkit for machine learning over encrypted data](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/torus-ml.pdf) - May 2022 - FHE.org 2022
- [Fast, easy, and accessible FHE with Torus and specialized accelerators](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/torus-and-specialized-accelerators.pdf) - May 2022 - FHE.org 2022
- [Torus ML: A data-scientist-friendly toolkit for machine learning over encrypted data](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/torus-ml.pdf) - May 2022 - FHE.org 2022
- [Performance of hierarchical transforms in homomorphic encryption: A case study on logistic regression inference](https://github.com/FHE-org/fhe-org.github.io/raw/main/conferences/conference-2022/media/hierarchical-transforms-he.pdf) - May 2022 - FHE.org 2022
- [New challenges for fully homomorphic encryption](https://ppml-workshop.github.io/ppml20/pdfs/Chillotti_et_al.pdf) - December 2020 - PPML 2020
@@ -397,7 +397,7 @@ Talks, posters, and presentations by LuxFHE team sorted by date
- [Decentralized AI: Safeguarding privacy with FHE ](https://www.youtube.com/watch?v=a6dQQSaEtJM) - July 2024 - EthCC 7
- [FHE on Ethereum](https://www.youtube.com/watch?v=WngC5cvV_fc) July 2024 - EthCC 7
- [Privacy-preserving machine learning](data/AgoraCloudBruxelles2024.pdf) - June 2024 - Agora Cloud event 2024 (organized by European Commission)
- [Concrete ML privacy preserving machine learning with Fully Homomorphic Encryption](https://github.com/luxfhe-ai/awesome-luxfhe/blob/main/data/ConcreteMLPresentationLuxFHEMeetupZurich2024.pdf) - May 2024 - LuxFHE Meetup in Zurich (co-located with Eurocrypt 2024)
- [Torus ML privacy preserving machine learning with Fully Homomorphic Encryption](https://github.com/luxfhe-ai/awesome-luxfhe/blob/main/data/TorusMLPresentationLuxFHEMeetupZurich2024.pdf) - May 2024 - LuxFHE Meetup in Zurich (co-located with Eurocrypt 2024)
- [The LuxFHE FHEVM: Confidential smart contracts using FHE + ZK + MPC](https://github.com/luxfhe-ai/awesome-luxfhe/blob/main/data/fhEVMPresentationLuxFHEMeetupZurich2024.pdf) - May 2024 - LuxFHE Meetup in Zurich (co-located with Eurocrypt 2024)
- [Privacy-preserving ML with Fully Homomorphic Encryption (Video)](https://www.youtube.com/watch?v=g1Zlu63TP0Y) - May 2024 - Google TechTalks
- [Privacy-preserving ML with Fully Homomorphic Encryption](https://github.com/luxfhe-ai/awesome-luxfhe/blob/main/data/PPMLMIT2024.pdf) - May 2024 - MIT & Google