update CHANGELOG.md

CHANGELOG.md

@@ -6,11 +6,17 @@ The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 ## [Unreleased]
 ### Added
 - Added multitask decoder taxonomy. ([#8](https://github.com/neuro-galaxy/torch_brain/pull/8))
+- Added stitching callback that takes care of stitching. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))
 
 ### Changed
 - Update workflow to use ubuntu-latest instances from github actions. ([#8](httpps://github.com/neuro-galaxy/torch_brain/pull/8))
 - Simplify Dataset interface by removing the `include` dictionnary and allowing to directly load selection from a configuration file. ([#10](https://github.com/neuro-galaxy/torch_brain/pull/10))
 - Sampling intervals are now represented as `Interval` objects. ([#11](https://github.com/neuro-galaxy/torch_brain/pull/11))
-- `session_id` was being used for multiple purposes, and was not consistent with the data model.Replace `session_id` with `recording_id` where `recording_id` = `brainset/session`. ([#15](https://github.com/neuro-galaxy/torch_brain/pull/15))
+- `session_id` was being used for multiple purposes, and was not consistent with the data model. Replace `session_id` with `recording_id` where `recording_id` = `brainset/session`. ([#15](https://github.com/neuro-galaxy/torch_brain/pull/15))
+- Improved validation metrics computation by implementing caching and stitching of predictions. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))
+- Enhanced data sampling with distributed capabilities and sequence tracking. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))
+- Updated attention layers to simplify interface and support both forward and forward_varlen modes. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))
+- Replaced Decoder enum with registry system to track different modality specifications. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))
 
 ### Fixed
+- Fixed memory issues during validation by implementing a cache flushing mechanism. ([#16](https://github.com/neuro-galaxy/torch_brain/pull/16))