> [!warning] > **Draft / discussion only.** No real implementation yet — the only commit is a docstring stub that errors at call time. Stacked on top of #450; I'll rebase onto master once that merges. Hey @MartinuzziFrancesco — PR2 (#450) i
## Summary First PR of the **SciML Summer Fellowship 2026** track on ODE-based reservoirs (tracking issue: #397). Lands the core type hierarchy and a small dispatch refactor that lets continuous-time reservoirs plug into `collectstates` wit
## Summary Implements the second deliverable of the SciML 2026 Summer Fellowship (#397) — the `RCODEReservoirExt` package extension that makes `SciMLProblemReservoir` actually run. Builds on the core types from #446. - Continuous `_collects
Fixes #6. ## What's going on `completeSession()` was making more PocketBase round trips than it needed to on the critical path between "जाँचो" and the celebration screen — and it scaled with class size. Two distinct issues on the same code
## What Replaces shorthand `<>` fragments with `<Fragment key={icon}>` inside the `.map()` call in the leaderboard page. ## Why Shorthand fragments (`<>`…`</>`) cannot accept a `key` prop. React requires a key on the top-level element retur
Closes #1. ## What Appends `content_progress` to the list of collections created by `scripts/setup_pocketbase.py`. Seven lines, no changes to anything else. ## Why `completeContent()` in `src/lib/db.ts` (introduced in efc11b3 — *\"feat: tra
## Summary Refs #2785. `OpenSearchVectorDBStorage.upsert()` previously issued one `helpers.async_bulk` call per invocation. The profile in #2785 shows the upstream pipeline calling `upsert()` 506 times for the demo workload, so the vector p
Closes #418. Implements Ceni, Pintore & Gallicchio, *Residual Reservoir Memory Networks*, IJCNN 2025 (doi:10.1109/IJCNN64981.2025.11227859), built on top of the RMN family introduced in #354. Following the family-naming convention discussed
## Summary - Removes the `merge(st_after, (; :states => states_wo))` line introduced in c29cdad4 from `train!`. - Updates the `train!` docstring to point users to `return_states=true` / `collectstates` for accessing the feature matrix. ## M
Closes #417 Implements Ceni & Gallicchio (Neurocomputing 2024, doi:10.1016/j.neucom.2024.127966). Unlike ES2N which couples skip and nonlinear weights as (1-β) and β, ResESN uses independent α (skip) and β (nonlinear) scalars: h(t) = α·O·h(
## Checklist - [x] Appropriate tests were added - [x] Any code changes were done in a way that does not break public API - [x] All documentation related to code changes were updated - [x] The new code follows the [contributor guidelines](ht
- Add `SVESM` model implementing the Support Vector Echo-State Machine from Shi & Han (IEEE TNN, 2007, https://doi.org/10.1109/TNN.2006.885113) - Widen `addreadout!` dispatch in `RCLIBSVMExt` from `ReservoirComputer` to `AbstractReservoirCo
fix #1 ### Changes 1. **Fixed test client tool names** (`tests/test_client.py`) - Changed `know_about_mospi_api` to `1_know_about_mospi_api` to match the server tool name - Replaced non-existent `lookup_mospi_codes` test with `2_get_indicat
fix #259 ## **PR Checklist | PR检查项** - [x] I have read and understood the [contributor guidelines](https://github.com/antgroup/agentUniverse/blob/master/CONTRIBUTING.md). | 我已阅读并理解[贡献者指南](https://github.com/antgroup/agentUniverse/blob/maste
Contributes to #80 - Added the "US Stock Market Data & Technical Indicators" dataset - Added Geometric Brownian Motion Model - Added Hidden Markov Model
Contributes to #539 This PR adds functionality to load and preprocess the MNIST dataset for handwritten digit classification using PyTorch. It includes the following key changes: Imports required libraries and modules for working with PyTor
Contributes to #62 I've worked upon this idea and I think we can implement the following: What is Curio: Welcome to Curio, a remarkable web application designed to address the language and communication barriers between mentors and learners
To #74 Updated the padding and font size for the footer to fit inside the mobile wireframe
Fixes #76 Added Github, LinkedIn and Twitter icons instead of Sign-Up, Sign-In and About
Fixes #44 Enabled Favicon by using the Csmall.png image file from src/assets/images
Fixes #8865 * [ ] Add an algorithm? * [x] Fix a bug or typo in an existing algorithm? * [ ] Documentation change? ### Checklist: * [x] I have read [CONTRIBUTING.md](https://github.com/TheAlgorithms/Python/blob/master/CONTRIBUTING.md). * [x]
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Fixes #21 Added a 20 second delay for users to register their next prompt. This will allow free users to add 3 requests per minute. - Used the time module of python - Added a function to check if an user is a free user - Added the rate limi