Lightnews — Scholar-powered news

Sara Beery @sarameghanbeery.bsky.social · 48m

Check out the preprint if you want spoilers 😁😁 arxiv.org/abs/2504.16277

DataS^3: Dataset Subset Selection for Specialization

In many real-world machine learning (ML) applications (e.g. detecting broken bones in x-ray images, detecting species in camera traps), in practice models need to perform well on specific deployments ...

arxiv.org

Sara Beery @sarameghanbeery.bsky.social · 1h

This is going to be fun! I'll be talking about our recent work on dataset subselection for specialization instead of generalization - how do we build optimal models for specific end users given a big pool of generalist data?

Curated Data Workshop @ ICCV '25 @curated-data.bsky.social · 1h

Our schedule is live!

curateddata.github.io/schedule.html

We have posters, oral presentations, and invited talks from @zhuangl.bsky.social, @sarameghanbeery.bsky.social, @andrewowens.bsky.social, @phillipisola.bsky.social, and Alyosha Efros!

See you in Hawaii!

#ICCV2025 @iccv.bsky.social

Curated Data for Efficient Learning

The ICCV 2025 Workshop on Curated Data for Efficient Learning

curateddata.github.io

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Sara Beery @sarameghanbeery.bsky.social · 11d

It's awesome to see the thriving AI + Environment community come together! Thanks for inviting me 💚

Ghjulia Sialelli @ghjuliasialelli.bsky.social · 11d

The @ai-env-summit.bsky.social is getting started 🚀 First speaker: the amazing @sarameghanbeery.bsky.social on species modeling 🦌

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Sara Beery @sarameghanbeery.bsky.social · 19d

Coming up this Saturday!

There's still time to register if you want to join us for the #AIforConservation Boston Meetup, details below :)

See you all there!

Sara Beery @sarameghanbeery.bsky.social · Sep 10

Are you interested in #AIforConservation #AIforBiodiversity #AIforWildlife or #AIforNature?? Are you located in the Boston Area?

If so, come join us!! The AI for Conservation Slack community is doing our first local-area Boston meetup, partnering with iNaturalist and TEDx Boston!

AI for Conservation Boston Meetup
Join us for an iNat bioblitz!!!
September 27th from 9am-12pm
Meet at umass Boston Quad at 9
Register here https://www.eventbrite.com/e/umass-boston-bioblitz-tickets-1626791971579?aff=oddtdtcreator

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Reposted by Sara Beery

Climate AI Nordics @climateainordics.com · 23d

🌍 Excited to announce our Workshop on AI for Climate & Conservation (AICC) at #EurIPS2025 in Copenhagen! 🎉

📢 Call for Participation: sites.google.com/g.harvard.ed...

Confirmed speakers from Mistral AI, DeepMind, ETH Zurich, LSCE & more.

Looking forward to meeting and discussing in Copenhagen!

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Sara Beery @sarameghanbeery.bsky.social · 24d

😁😁😁

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Reposted by Sara Beery

Abby Stylianou @astylianou.bsky.social · 24d

There’s a fun Easter egg in this front page figure @sarameghanbeery.bsky.social @oisinmacaodha.bsky.social (INQUIRE is one of the super interesting and extremely challenging benchmarks we consider!)

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Reposted by Sara Beery

Andy Tseng @andytseng.bsky.social · 25d

"GenAI is just a tool, scientists are the ones who add value." Great point from @sarameghanbeery.bsky.social, reminding us that human expertise remains central to the research process.
#MITGenAISymposium #MGAIC #AIForBiodiversity

Sara Beery on stage at MIT Generative AI Impact Consortium (MGAIC) Symposium.

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Sara Beery @sarameghanbeery.bsky.social · Sep 12

Come help train the next generation of ecologists to build their own AI tools!!

For more information on the logistics, instructor responsibilities, and how to apply, see here: drive.google.com/file/d/1i3E5...

CV4E Instructor Application Information.pdf

drive.google.com

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Sara Beery @sarameghanbeery.bsky.social · Sep 12

You get to help them frame their ecological challenges as tractable AI projects, choose methodology, work with open source code and models, and define evaluation criteria :)

This is an amazing and fulfilling opportunity to bridge the gap between research and practice and make a lasting impact.

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Sara Beery @sarameghanbeery.bsky.social · Sep 12

Each CV4Ecology student applies to the program with their own interdisciplinary AI+Ecology project, and brings their own data. The instructors work hands-on mentoring small groups of students on their projects.

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Sara Beery @sarameghanbeery.bsky.social · Sep 12

We’ve just opened up applications to serve as an instructor for the CV4Ecology Program 2026!

CV4Ecology (cv4ecology.caltech.edu) is an interdisciplinary AI education program focused on building AI expertise in the ecological community.

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Sara Beery @sarameghanbeery.bsky.social · Sep 11

@mit.edu

Sara Beery @sarameghanbeery.bsky.social · Sep 11

@inaturalist.bsky.social

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Sara Beery @sarameghanbeery.bsky.social · Sep 10

Help spread the word!!

@wildlabs.bsky.social @abcglobalcenter.bsky.social

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Sara Beery @sarameghanbeery.bsky.social · Sep 10

Come chat about developing and using AI for Biodiversity while we collect biodiversity data via an iNat BioBlitz 😍😍

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Sara Beery @sarameghanbeery.bsky.social · Sep 10

Are you interested in #AIforConservation #AIforBiodiversity #AIforWildlife or #AIforNature?? Are you located in the Boston Area?

If so, come join us!! The AI for Conservation Slack community is doing our first local-area Boston meetup, partnering with iNaturalist and TEDx Boston!

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Reposted by Sara Beery

Dr. Kakani Katija @kakanikatija.bsky.social · Aug 7

What EyeRIS revealed was incredible, fine-scale detail of the 3D movements of octopus arms as they crawled over the seafloor completely unconstrained. We learned that octopus crawl by creating a modified foot that persists throughout the behavior, a simplification that could aid roboticists. 8/n

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Reposted by Sara Beery

WildINTEL @wildintel.bsky.social · Aug 7

Two beautiful camera trap images of an Iberian lynx and an Eurasian lynx in the wild 💚

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Sara Beery @sarameghanbeery.bsky.social · Aug 4

Looking forward to speaking in the "Machines as Observers in Ecological Monitoring" session this morning at the @amstatnews.bsky.social Joint Statistical Meetings!

If you're here, come by!

10:30-12:30 in CC-210

Speaker schedule and more info: ww3.aievolution.com/JSMAnnual202...

STT

ww3.aievolution.com

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Sara Beery @sarameghanbeery.bsky.social · Aug 1

Submit your non-archival AI+Ecology papers to the
CV4Eecology Research Workshop at #ICCV2025
now!! (this includes preliminary and recently published submissions).

The *updated deadline* is August 15th, 2025, submission details here: cv4e.netlify.app/submit/

Submit a paper or abstract | CV4E

Submit to CV4E at ICCV 2025! The Computer Vision for Ecology workshop aims to bring together experts to foster discussion on the automation of ecological data collection, collation, and analysis.

cv4e.netlify.app

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Reposted by Sara Beery

Evangelos Kazakos @ekazakos.bsky.social · Jul 22

So… I have an idea! For those of us attending ICCV 2025 in Hawaii, I thought it would be very exciting and fun to collect an exotic dataset of tropical plants and animal species.

I’m staying for vacations after the conference, and would like to combine it with the data collection. Who is joining?

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Reposted by Sara Beery

Evangelos Kazakos @ekazakos.bsky.social · Jul 22

@sarameghanbeery.bsky.social @serge.belongie.com I know you’ve been working on fine-grained classification of animals/plants, so maybe it’s of interest? Could you circulate to people that might be interested? @iccv.bsky.social #ICCV2025

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Sara Beery @sarameghanbeery.bsky.social · Aug 1

😅😂

Sara Beery @sarameghanbeery.bsky.social · Jun 18

Check out our new #NeurIPS2025 competition on data curation!!

Benjamin Feuer @benjaminfeuer.bsky.social · Jun 18

So excited to announce the DCVLR (Data Curation for Vision-Language Reasoning) competition at #NeurIPS2025, led by @oumi-pbc.bsky.social and Lambda AI!

🌟open-data 🌟
🤖 open-models 🤖
💻 open-source 💻
💪anyone can compete for free 💪

dcvlr-neurips.github.io

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DCVLR: Data Curation for Vision Language Reasoning - NeurIPS 2025 Competition

Join the DCVLR NeurIPS 2025 Competition. Advance visual reasoning in VLMs through data curation.

dcvlr-neurips.github.io

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