Introduce Structured Credit Assignment System for Episode Reinforcement Learning
Maintainers usually reply within 4 days
Nobody has claimed this yet.
Assessment
- Difficulty
- 5/5
- Estimated time
- Over a week
- Newbie friendliness
- 25/100
- Issue type
- Feature
- Clarity
- Needs clarification
- Activity status
- Quiet
- Tech stack
- python
- Domain
- machine-learning
Research direction
No files, tests, or entry points are named. Start by locating the existing episode reward distribution, then clarify the design for action-level attribution, intermediate rewards, decomposition, and visualization. Done means the design document is complete, the credit assignment model is implemented, and attribution reports are generated.
Written by the indexing model from the issue text.
Description
Summary
Replace simple reward distribution mechanisms with structured credit assignment.
Problem
Current episode rewards may not sufficiently explain which actions contributed to success or failure.
Proposed Work
Action-level attribution
Intermediate rewards
Reward decomposition
Attribution visualization
Acceptance Criteria
Design document completed
Credit assignment model implemented
Attribution reports generated
- Dominant language
- Python
- Stars
- 10
- Forks
- 9
- Avg merge
- 2d 5h
- Merged PRs (30d)
- 10
Getting set up
We have not checked this project's setup files yet. Start from its README, and see our first-contribution guide for the general steps.
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
More from microsoft/agent-learning
-
Difficulty 5/5 Over a week Newbie friendliness 30/100
microsoft/agent-learning#28 ·
Maintainers usually reply within 4 days
-
Difficulty 5/5 Over a week Newbie friendliness 35/100
microsoft/agent-learning#27 ·
Maintainers usually reply within 4 days
-
Investigate Native Integration with Microsoft Agent FrameworkPossibly taken @jkafrouni claimed this 17 days ago. Open
microsoft/agent-learning#26 · 2 comments · 1 assignee ·
Maintainers usually reply within 4 days
-
Difficulty 5/5 Over a week Newbie friendliness 35/100
microsoft/agent-learning#25 ·
Maintainers usually reply within 4 days
-
Difficulty 5/5 Over a week Newbie friendliness 25/100
microsoft/agent-learning#24 ·
Maintainers usually reply within 4 days
All issues in microsoft/agent-learning
Similar issues
-
#bug
Difficulty 1/5 Under an hour Newbie friendliness 92/100
apache/superset#44923 · 1 comment ·
Maintainers usually reply within 2 days
-
Difficulty 2/5 1-3 hours Newbie friendliness 84/100
lawndoc/stack-back#123 ·
-
Add: EntuneOpen
Difficulty 2/5 1-3 hours Newbie friendliness 76/100
AbdelStark/awesome-typesafe-jev#187 ·
Maintainers usually reply within 1 day
-
bug good first issue
Difficulty 2/5 1-3 hours Newbie friendliness 88/100
repowise-dev/repowise#2966 · 1 comment ·
Maintainers usually reply within 1 day
-
Difficulty 2/5 1-3 hours Newbie friendliness 84/100
Maintainers usually reply within 2 days