[CaCL] memory network papers

[Jaffe, Evan]

Yeah, that sounds good to me.

On Sep 18, 2017 7:51 PM, William Schuler <schulerw at gmail.com> wrote:
hi all,

i don't see us discussing four papers in one day.  evan, can we perhaps triage a couple of these papers (say #3 and #4) and discuss when we meet whether to reorganize our schedule to cover them on a subsequent day?

wm

> On Sep 18, 2017, at 3:13 PM, Evan Jaffe <jaffe.59 at buckeyemail.osu.edu> wrote:
>
> Hey all, remember we're doing 4 memory papers this week? Yeah, I forgot
> too - start reading now ;)
>
> Sukhbaatar et al 2015: End-to-end Memory Networks
> https://arxiv.org/abs/1503.08895
>
> Kaiser et al 2017: Learning to Remember Rare Events
> https://arxiv.org/abs/1703.03129
>
> Kumar et al 2016: Ask Me Anything: Dynamic Memory Networks for NLP
> https://arxiv.org/abs/1506.07285
>
> Miller et al 2016: Key-Value Memory Networks For Directly Reading
> Documents https://arxiv.org/abs/1606.03126
>
>
> I swapped the original Weston out for the Sukhbaatar, which seems a
> little more polished and readable.  Everyone cites it too, so it's #1
> priority for discussion.  (feel free to look at Weston 2015, Memory
> Networks as well)
>
> The Kaiser is the most recent and has some nice decay-like properties,
> and that'll be priority 2.
>
> Kumar is 3rd and extends earlier Weston models to sequences,
> incorporating positional information. Haven't looked at it in detail yet.
>
> The Miller adds some encoding hashing something to the Sukhbaatar, so it
> seems like an incremental improvement given my short skim - lowest
> priority unless I get lots of angry mail with convincing arguments to
> the contrary.
>
> See you guys Thursday,
>
> Evan
>
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