Arjun:
Hi Group,
I have been following up on action items discussed in the last meeting. I will share some findings regarding LLM producing samples of tabular data for different prompts given to it which will take around ~15 mins. I plan to continue on the action items (sampling in latent space of VAE, generating adversarial examples on top of it ) and present the results in upcoming meetings.
My next milestone would be: Sample instances in latent space of VAE, generate adversarial examples on those samples to produce discriminatory samples and analyze results in each step (Oct 4 ).
Replies:
Dr. Lei:
this is not a good status updates, as I cannot get useful information out of it.
Arjun:
Hi Group,
I have been looking into the literature regarding Fairness and Clustering since the last meeting
( shared in the channel arjun-research ). Creating Baseline approach with the findings from last few weeks is taking little more time than expected.
I intend to present the summary of findings, approach and summary of relevant literature in the upcoming meeting.
Arjun:
Hello All,
Milestone: Present on literature of all existing work on Fairness testing with clustering ( sep 24 )
Action items for the week: I have been following up on action items ( Divide the data into further sub-clusters to get discriminatory and non-discriminatory clusters, Inspect the datapoints that were discriminatory and non-discriminatory in labels as well as prediction ) discussed in last meeting but haven’t been able to make much progress as I amn’t very well. I will present some findings in upcoming meeting on Friday.
Replies:
Dr. Lei:
it is probably time to look back at what you have found out, and then start on developing your own approach. sign up a technical discussion to summarize your findings and propose some possible ideas for your own approach.
Arjun:
Hi All,
Milestone:
Improve upon the baseline approach
I have been investigating the clusters that have all the discriminatory samples.
I have some findings that I would like to share in tomorrow’s meeting ( ~15-20 mins ).
Replies:
Dr. Lei:
try to make a presentation on the major approaches to fairness testing, especially on any existing work based on clustering
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