updated README

Author: Pro7ech

README.md

@@ -1,15 +1,14 @@
 # Pro7ech's Lattigo: Lattice-Based Multiparty Homomorphic Encryption Library in Go
 
-This is a fork of [Tune Insight's Lattigo v5.0.2](https://github.com/tuneinsight/lattigo), that includes a refactored backend, many additional features and new protocols.
-
-See [CHANGELOG](https://github.com/Pro7ech/lattigo/blob/main/.github/CHANGELOG.md) for the detailed changes.
+This is a fork of [Tune Insight's Lattigo](https://github.com/tuneinsight/lattigo/tree/v5.0.2), that includes a refactored backend, many additional features and new protocols.
 
+See [CHANGELOG](https://github.com/Pro7ech/lattigo/blob/master/.github/CHANGELOG.md) for additional information.
 
 <p align="center">
 	<img src="logo.png" />
 </p>
 
-![Go tests](https://github.com/tuneinsight/lattigo/actions/workflows/ci.yml/badge.svg)
+![Go tests](https://github.com/Pro7ech/lattigo/actions/workflows/ci.yml/badge.svg)
 
 Lattigo is a Go module that implements full-RNS Ring-Learning-With-Errors-based homomorphic-encryption
 primitives and Multiparty-Homomorphic-Encryption-based secure protocols. The library features:
@@ -28,21 +27,27 @@ is a common choice thanks to its natural concurrency model and portability.
 
 The library exposes the following packages:
 
-- `lattigo/he`: The main package of the library which provides scheme-agnostic interfaces
+- `he`: The main package of the library which provides scheme-agnostic interfaces
   and Homomorphic Encryption for different plaintext domains.
 
-  - `hebin`: Homomorphic Encryption for binary arithmetic. It comprises blind rotations (a.k.a Lookup Tables) over RLWE ciphertexts.
+  - `hebin`: Homomorphic Encryption for binary arithmetic. It offers support for blind rotations (a.k.a Lookup Tables) over packed RLWE ciphertexts.
 
-  - `hefloat`: Homomorphic Encryption for fixed-point approximate arithmetic over the complex or real numbers.
+  - `hefloat`: Homomorphic Encryption for fixed-point approximate arithmetic over the complex or real numbers. 
+    The backed is based on a Full-RNS Homomorphic Encryption for Arithmetic for Approximate Numbers (HEAAN, a.k.a. CKKS) scheme. 
+    It provides fixed-point approximate arithmetic over the complex numbers (in its classic variant) and over the real numbers 
+    (in its conjugate-invariant variant).
 
     - `bootstrapping`: Bootstrapping for fixed-point approximate arithmetic over the real
       and complex numbers, with support for the Conjugate Invariant ring, batch bootstrapping with automatic
       packing/unpacking of sparsely packed/smaller ring degree ciphertexts, arbitrary precision bootstrapping,
       and advanced circuit customization/parameterization.
 
-  - `heint`: Homomorphic Encryption for modular arithmetic over the integers.
+  - `heint`: Homomorphic Encryption for modular arithmetic over the integers. 
+    The backed is base on a Full-RNS generalization of the Brakerski-Fan-Vercauteren scale- 
+    invariant (BFV) and Brakerski-Gentry-Vaikuntanathan (BGV) homomorphic encryption schemes. 
+    It provides modular arithmetic over the integers.
 
-- `lattigo/mhe`: Package for multiparty (a.k.a. distributed or threshold) key-generation and 
+- `mhe`: Package for multiparty (a.k.a. distributed or threshold) key-generation and 
   interactive ciphertext bootstrapping with secret-shared secret keys.
 
   - `mhefloat`: Homomorphic decryption and re-encryption from and to Linear-Secret-Sharing-Shares, 
@@ -51,38 +56,22 @@ The library exposes the following packages:
   - `mheint`: Homomorphic decryption and re-encryption from and to Linear-Secret-Sharing-Shares, 
     as well as interactive ciphertext bootstrapping for the package `he/heint`.
 
-- `lattigo/schemes`: A package implementing RLWE-based homomorphic encryption schemes.
-
-  - `bfv`: A Full-RNS variant of the Brakerski-Fan-Vercauteren scale-invariant homomorphic
-    encryption scheme. This scheme is instantiated via a wrapper of the `bgv` scheme. 
-    It provides modular arithmetic over the integers.
-
-  - `bgv`: A Full-RNS generalization of the Brakerski-Fan-Vercauteren scale-invariant (BFV) and 
-    Brakerski-Gentry-Vaikuntanathan (BGV) homomorphic encryption schemes. 
-    It provides modular arithmetic over the integers.
-  	
-  - `ckks`: A Full-RNS Homomorphic Encryption for Arithmetic for Approximate Numbers (HEAAN,
-    a.k.a. CKKS) scheme. It provides fixed-point approximate arithmetic over the complex numbers (in its classic
-    variant) and over the real numbers (in its conjugate-invariant variant).
-
-- `lattigo/core`: A package implementing the core cryptographic functionalities of the library.
-
-  - `rlwe`: Common base for generic RLWE-based homomorphic encryption.
+- `rlwe`: Common base for generic RLWE-based homomorphic encryption.
   It provides all homomorphic functionalities and defines all structs that are not scheme-specific.
   This includes plaintext, ciphertext, key-generation, encryption, decryption and key-switching, as
   well as other more advanced primitives such as RLWE-repacking.
 
-  - `rgsw`: A Full-RNS variant of Ring-GSW ciphertexts and the external product.
+- `rgsw`: A Full-RNS variant of Ring-GSW ciphertexts and supporting RLWExRGSW and RGSWxRGSW products.
 
-- `lattigo/ring`: Modular arithmetic operations for polynomials in the RNS basis, including: RNS
+- `ring`: Modular arithmetic operations for polynomials in the RNS basis, including: RNS
   basis extension; RNS rescaling; number theoretic transform (NTT); uniform, Gaussian and ternary
   sampling.
 
-- `lattigo/examples`: Executable Go programs that demonstrate the use of the Lattigo library. Each
-                      subpackage includes test files that further demonstrate the use of Lattigo
-                      primitives.
+- `examples`: Executable Go programs that demonstrate the use of the library. 
+  Each subpackage includes test files that further demonstrate the use of the implemented primitives.
 
-- `lattigo/utils`: Generic utility methods. This package also contains the following sub-pacakges:
+- `utils`: Generic utility methods. This package also contains the following sub-pacakges:
+  - `concurrency`: Basic helpers for adding concurrency.
   - `bignum`: Arbitrary precision linear algebra and polynomial approximation.
   - `buffer`: Efficient methods to write/read on `io.Writer` and `io.Reader`.
   - `factorization`: Various factorization algorithms for medium-sized integers.
@@ -115,66 +104,43 @@ MHE --> MHEInt
 
 ## Versions and Roadmap
 
-The Lattigo library was originally exclusively developed by the EPFL Laboratory for Data Security
-until its version 2.4.0.
-
-Starting with the release of version 3.0.0, Lattigo is maintained and supported by [Tune Insight
-SA](https://tuneinsight.com).
-
-Also starting with from version 3.0.0, the module name has changed to
-`github.com/tuneinsight/lattigo/v[X]`, and the official repository has been moved to
-https://github.com/tuneinsight/lattigo. This has the following implications for modules that depend
-on Lattigo:
-- Modules that require `github.com/ldsec/lattigo/v2` will still build correctly.
-- To upgrade to a version X.y.z >= 3.0.0, depending modules must require `github.com/tuneinsight/lattigo/v[X]/`,
-  for example by changing the imports to `github.com/tuneinsight/lattigo/v[X]/[package]` and by
-  running `go mod tidy`.
-
-The current version of Lattigo, (v5.x.x) is fast-evolving and in constant development. Consequently,
-there will still be backward-incompatible changes within this major version, in addition to many bug
-fixes and new features. Hence, we encourage all Lattigo users to update to the latest Lattigo version.
+The current version of the library is fast-evolving and in constant development. 
+Consequently, there will still be backward-incompatible changes within this major version, in addition to many bug fixes and new features. 
+Hence, we encourage all users to always update to the latest version.
 
-
-See CHANGELOG.md for the current and past versions.
+See [CHANGELOG](https://github.com/Pro7ech/lattigo/blob/master/.github/CHANGELOG.md) for the current and past versions.
 
 ## Stability
 
-To keep a comprehensive history, we prioritize rebases over merges for branches other than `main`.
 Branches with the prefix `dev_` are branches in active development and will be frequently rebased.
 Hence, we don't recommend depending on them.
 
-## Pull Requests
-
-External pull requests should only be used to propose new functionalities that are substantial and would
-require a fair amount of work if done on our side. If you plan to open such a pull request, please contact
-us before doing so to make sure that the proposed changes are aligned with our development roadmap.
+## Contributing to the Library
 
-External pull requests only proposing small or trivial changes will be converted to an issue and closed.
+See [CONTRIBUTING](https://github.com/Pro7ech/lattigo/blob/master/.github/CONTRIBUTING.md)
 
-External contributions will require the signature of a Contributor License Agreement (CLA).
-You can contact us using the following email to request a copy of the CLA: [lattigo@tuneinsight.com](mailto:lattigo@tuneinsight.com).
+## Security
 
+See [SECURITY](https://github.com/Pro7ech/lattigo/blob/main/.github/SECURITY.md)
 
 ## License
 
-Lattigo is licensed under the Apache 2.0 License. See [LICENSE](https://github.com/tuneinsight/lattigo/blob/master/LICENSE).
+Apache 2.0. See [LICENSE](https://github.com/Pro7ech/lattigo/blob/main/LICENSE)
 
 ## Contact
 
-Before contacting us directly, please make sure that your request cannot be handled through an issue.
-
-If you want to contribute to Lattigo or report a security issue, you have a feature proposal or request, or you simply want to contact us directly, please do so using the following email: [lattigo@tuneinsight.com](mailto:lattigo@tuneinsight.com).
+You can mail me at [jeanphilippe.bossuat@gmail.com](jeanphilippe.bossuat@gmail.com)
 
 ## Citing
 
 Please use the following BibTex entry for citing Lattigo:
 
     @misc{lattigo,
-	    title = {Lattigo v5},
-	    howpublished = {Online: \url{https://github.com/tuneinsight/lattigo}},
+	    title = {Pro7ech's Lattigo},
+	    howpublished = {Online: \url{https://github.com/Pro7ech/lattigo}},
 	    month = Nov,
-	    year = 2023,
-	    note = {EPFL-LDS, Tune Insight SA}
+	    year = 2024,
+	    note = {EPFL-LDS, Tune Insight SA, Jean-Philippe Bossuat}
     }