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Salesforce is overhauling its AI strategy, introducing generative AI
tool=
s for tasks without human supervision and revising its pricing
model=
=C2=A0=20
Sign Up [1] |Advertise [2]|View Online [3]=20
=09=09TLDR =
=09=09TOGETHER WITH [WorkOS] [4]
TLDR AI 2024-09-19
YOUR A=
PP =E2=86=92 ENTERPRISE-READY (SPONSOR) [4]=20
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ife-changing deals on a technicality.
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=E2=86=97=EF=B8=8F [4]
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HEADLINES & LAUNCHES
S=
ALESFORCE'S NEW AI STRATEGY ACKNOWLEDGES THAT AI WILL TAKE JOBS (5
MINUTE=
READ) [5]=20
Salesforce is overhauling its AI strategy, introducing ge=
nerative AI
tools for tasks without human supervision and revising its pr=
icing
model to $2 per AI-driven conversation. This shift aims to address=
investor concerns about AI-induced job losses impacting
subscription-b=
ased revenues. The new AI tools offer higher efficiency
and autonomy comp=
ared to traditional copilots and chatbots.=20
QWEN 2.5 (12 MINUTE READ)=
[6]=20
An impressive array of open models that approach the frontier o=
f
performance. Specifically, they have strong performance on code, math,=
structured output, and reasoning. The Qwen team has also released a
su=
ite of sizes for a variety of use cases.=20
CREATE FULL WEB APPS WITH L=
LAMACODER (8 MINUTE READ) [7]=20
Together AI and Meta have partnered to=
make a tool that enables users
to build entire apps from just a prompt o=
n the LlamaCoder platform. It
is akin to Claude Artifacts but purely crea=
ted to show off the speed
of Together AI's inference engine.=20
=
=F0=9F=A7=A0=20
RESEARCH & INNOVATION
BITNET WITHOUT RETRAINING (1=
8 MINUTE READ) [8]=20
The Hugging Face team, using a new technique call=
ed quantization warm
up, fine-tuned Llama 3 8B and maintained Llama 1 per=
formance while
quantizing it to use 1.58 Bits per parameter.=20
1X WO=
RLD MODEL (7 MINUTE READ) [9]=20
1x, a robotics company, has trained a =
video generation model that can
be used to simulate first person views of=
robotic activity. This can
be helpful for offline data generation and ro=
bot training.=20
DIAGRAM OF THOUGHT: ITERATIVE REASONING IN LANGUAGE MO=
DELS (12 MINUTE
READ) [10]=20
The Diagram of Thought (DoT) framework =
introduces a new way for large
language models to reason by organizing id=
eas into a directed acyclic
graph (DAG). This method allows models to pro=
pose, critique, refine,
and verify ideas, improving logical consistency. =
=F0=9F=A7=91=E2=80=8D=F0=9F=92=BB=20
ENGINEERING & RESOURCES
=
AI + PROCESS ORCHESTRATION =3D INTELLIGENT AUTOMATION (SPONSOR) [11]=20
=
While AI gets most of the spotlight, it needs to be thought of as a
p=
art of the whole automation journey. Using AI alongside process
orchestra=
tion can unlock more efficiencies and increase the likelihood
of success =
with AI.
Learn how to get started: Read _The Ultimate Guide to Intelli=
gent
Automation_ [11] by Camunda
ZML INFERENCE (GITHUB REPO) [12] =
ZML is a lightning fast inference engine written in Zig that is
de=
signed with performance in mind. It can be used for a variety of
models, =
although it requires some customization to get working for a
new architec=
ture.=20
ADVERSARIAL ATTACKS ON NAVIGATION AGENTS (GITHUB REPO) [13] =
This repository introduces a new attack method for embodied
naviga=
tion agents that attaches transparent patches with learnable
textures to =
target objects.=20
GRAPH ANOMALY DETECTION: A SURVEY (29 MINUTE READ) [=
14]=20
This paper offers an in-depth review of deep learning methods,=
particularly graph neural networks (GNNs), for detecting anomalies in
=
graph data. Researchers introduce a novel taxonomy of approaches,
analyzi=
ng GNN designs, proxy tasks, and anomaly measures.=20
=F0=9F=8E=81=20
=
MISCELLANEOUS
SOCIALAI OFFERS A TWITTER-LIKE DIARY WHERE AI BOTS R=
ESPOND TO YOUR
POSTS (9 MINUTE READ) [15]=20
SocialAI, a new iOS app,=
offers a social media experience solely
populated by AI-powered bots, el=
iminating human interaction. Users can
share thoughts and receive endless=
, tailored AI-generated responses,
choosing from categories like "support=
ers" or "critics." Founder
Michael Sayman aims to provide a private, inte=
ractive space leveraging
large language models for diverse feedback.=20
=
ACADEMIC TEXT PARSING (GITHUB REPO) [16]=20
AceParse is a dataset d=
esigned to improve the parsing of structured
texts in academic papers, in=
cluding formulas, tables, and complex
sentences.=20
JUMPING OVER AI'S=
UNCANNY VALLEY (9 MINUTE READ) [17]=20
This article explores the Uncan=
ny Valley theory, which suggests that
discomfort with almost-human AI cou=
ld hinder its adoption. It examines
recent advancements in AI that bring =
this psychological phenomenon
into focus, questioning its potential impac=
t on AI's future. The piece
concludes by suggesting that AI's best use ma=
y be in a complementary
role rather than as a human replacement.=20
=
=E2=9A=A1=20
QUICK LINKS
THE DATA THAT MAKES REALISTIC AI VOICE GE=
NERATION POSSIBLE (SPONSOR)
[18]=20
Learn how human-curated language =
data supports innovative
text-to-speech advancements and gives content cr=
eators more control
over voiceover. Watch the recorded webinar by Oxford =
Languages and
WellSaid [18]=20
MERCOR'S $30M SERIES A (1 MINUTE READ)=
[19]=20
Mercor raised $30M from Benchmark to build an AI recruiter. =
CANCER DETECTION (GITHUB REPO) [20]=20
SkinMamba is a hybrid mod=
el that combines CNN and Transformer
techniques to improve skin lesion se=
gmentation for early cancer
detection.=20
AMAZON ALEXA CAN NOW BE CON=
TROLLED BY THOUGHT ALONE - THANKS TO THIS
BRAIN IMPLANT (2 MINUTE READ) [=
21]=20
Synchron has enabled an ALS patient to control Amazon's Alexa wi=
th a
brain implant, bypassing the need for voice or touch.=20
Love TLD=
R? Tell your friends and get rewards!
Share your referral link below =
with friends to get free TLDR swag!=20
https://refer.tldr.tech/21532aea=
/2 [22]=20
=09=09 Track your referrals here. [23]=20
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audience of AI
professionals and decision makers, you may want to ADVERTI=
SE WITH US
[24].=20
If you have any comments or feedback, just respon=
d to this email!=20
Thanks for reading,=20
Andrew Tan & Andrew Carr=20
=
If you don't want to receive future editions of TLDR AI, please
unsubs=
cribe from TLDR AI [25] or manage all of your TLDR newsletter
subscriptio=
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[12]
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[1=
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[14]
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[16] http=
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[17]
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<div style=3D"display:none; font-size:0px; line-height:0px; max-height:0px;=
max-width:0px; opacity:0; overflow:hidden; visibility:hidden; mso-hide:all= ;">Salesforce is overhauling its AI strategy, introducing generative AI too=
ls for tasks without human supervision and revising its pricing model = </div>
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https://tracking.tldrnewslet= ter.com/CL0/https:%2F%2Fworkos.com%2F%3Futm_source=3Dtldr%26utm_medium=3Dne= wsletter%26utm_campaign=3Dq22024/3/010001920a73ea03-ea58824d-d226-453d-bdb8= -66fdb82d3762-000000/k49B_gAW12Mu87WXL2WoV-IY1o3HrCWPhxcEpVRiHE4=3D371" rel= =3D"noopener noreferrer nofollow" target=3D"_blank"><span>WorkOS</span></a>=
and start selling to enterprises with just a few lines of code:</p>
<p>=E2=86=92 Build your app with a complete User Management solution + <a h= ref=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.com%2F%3F= utm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22024/4/01000= 1920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/2PvzbARiyPmCP9CTJTz= QMHWGaKSbq5goIUg1s7OBPxA=3D371" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>SSO, SCIM, and RBAC</span></a>.</p>
<p>=E2=86=92 Integrate in minutes with modular and starightforward APIs.</p=
<p>=E2=86=92 Zero hassle across the board: UX your customers will love, qua= lity docs your developers will appreciate.</p>
<p>=F0=9F=86=93 User Management is free up to 1 million MAUs</p>
<p><a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fworkos.co= m%2F%3Futm_source=3Dtldr%26utm_medium=3Dnewsletter%26utm_campaign=3Dq22024/= 5/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/iIqivPdevNqB= YIksCKfRG89Mk2AFb5esyDEEuQU1RcY=3D371" rel=3D"noopener noreferrer nofollow"=
target=3D"_blank"><span>Add WorkOS to your app in minutes =E2=86=97=EF=B8= =8F</span></a>
</span></span></div>
</td></tr></tbody></table>
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</td></tr></tbody></table>
</td></tr>
<tr bgcolor=3D""><td class=3D"container">
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td style=3D"padding: 0px;">
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;"><span s= tyle=3D"font-size:36px;">=F0=9F=9A=80</span></span></div></div> </td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Headlines & Launches</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2FcCSwJ2/1/010001920a73ea03-ea= 58824d-d226-453d-bdb8-66fdb82d3762-000000/FCpEpKvoT3JPn0aQe6SB3vlZWaLOGqSds= VDOv_Pa2PM=3D371">
<span>
<strong>Salesforce's New AI Strateg=
y Acknowledges That AI Will Take Jobs (5 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Salesforce is overhauling its AI strate= gy, introducing generative AI tools for tasks without human supervision and=
revising its pricing model to $2 per AI-driven conversation. This shift ai=
ms to address investor concerns about AI-induced job losses impacting subsc= ription-based revenues. The new AI tools offer higher efficiency and autono=
my compared to traditional copilots and chatbots.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fqwenlm.github.io%2Fblog%2Fqwen2.5%2F%3Futm_source=3Dtld= rai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/SwMG0Y7K= wjvjU-q6GyQLb6poAZW0VF001kCqjFajivQ=3D371">
<span>
<strong>Qwen 2.5 (12 minute read)</= strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
An impressive array of open models that=
approach the frontier of performance. Specifically, they have strong perfo= rmance on code, math, structured output, and reasoning. The Qwen team has a= lso released a suite of sizes for a variety of use cases.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flinks.tldrnewsletter.com%2F6Z4s1A/1/010001920a73ea03-ea= 58824d-d226-453d-bdb8-66fdb82d3762-000000/SqCU0_NLfSM-XeNfxI1bEfyKJxZQ61mMG= ac9_JusCy8=3D371">
<span>
<strong>Create Full Web Apps with L= lamaCoder (8 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Together AI and Meta have partnered to = make a tool that enables users to build entire apps from just a prompt on t=
he LlamaCoder platform. It is akin to Claude Artifacts but purely created t=
o show off the speed of Together AI's inference engine.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =A7=A0</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Research & Innovation</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fhuggingface.co%2Fblog%2F1_58_llm_extreme_quantization%3= Futm_source=3Dtldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d376= 2-000000/PB4kckr6X-kOhGpZEsS7yQ-5QozGmLT_efBrnXwFSug=3D371">
<span>
<strong>BitNet without retraining (=
18 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Hugging Face team, using a new tech= nique called quantization warm up, fine-tuned Llama 3 8B and maintained Lla=
ma 1 performance while quantizing it to use 1.58 Bits per parameter.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.1x.tech%2Fdiscover%2F1x-world-model%3Futm_source=3D= tldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/0NhRA= 72j2_EIGOEDP1O37_0saIyvSMabuSdBkX0wpQw=3D371">
<span>
<strong>1x World Model (7 minute re= ad)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
1x, a robotics company, has trained a v= ideo generation model that can be used to simulate first person views of ro= botic activity. This can be helpful for offline data generation and robot t= raining.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farxiv.org%2Fabs%2F2409.10038v1%3Futm_source=3Dtldrai/1/= 010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/4w4zFukxA-SHQu= x44Si2WpL12l5QhkBNRu2vuT8HXxY=3D371">
<span>
<strong>Diagram of Thought: Iterati=
ve Reasoning in Language Models (12 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
The Diagram of Thought (DoT) framework = introduces a new way for large language models to reason by organizing idea=
s into a directed acyclic graph (DAG). This method allows models to propose=
, critique, refine, and verify ideas, improving logical consistency.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =A7=91=E2=80=8D=F0=9F=92=BB</span></div>
</div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;">
<h1><strong>Engineering & Resources</strong></h1>
</div>
</div>
</td></tr></tbody></table>
<table style=3D"table-layout: fixed; width: 100%;" width=3D"100%"><tbody><t= r><td style=3D"padding:0;border-collapse:collapse;border-spacing:0;margin:0=
;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fpage.camunda.com%2Fwp-intelligent-automation-guide%3Fut= m_medium=3Dpaid_leadgen%26utm_source=3Dtldr%26utm_campaign=3DGuide.Ultimate= GuidetoIntelligentAutomation.24Q3.EN/1/010001920a73ea03-ea58824d-d226-453d-= bdb8-66fdb82d3762-000000/UBOk1bLtymk7fid9pRP14Z5h7vGGkvFouYk-pis9-9s=3D371"=
<span>
<strong>AI + Process Orchestration = =3D Intelligent Automation (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
While AI gets most of the spotlight, it=
needs to be thought of as a part of the whole automation journey. Using AI=
alongside process orchestration can unlock more efficiencies and increase = the likelihood of success with AI.<p></p><p>Learn how to get started: Read =
<a href=3D"
https://tracking.tldrnewsletter.com/CL0/https:%2F%2Fpage.camunda= .com%2Fwp-intelligent-automation-guide%3Futm_medium=3Dpaid_leadgen%26utm_so= urce=3Dtldr%26utm_campaign=3DGuide.UltimateGuidetoIntelligentAutomation.24Q= 3.EN/2/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/96X4QdA= HTMeDDwsHsLF15ys2gcFwzpx_j9oA6wVxQBo=3D371" rel=3D"noopener noreferrer nofo= llow" target=3D"_blank"><span><em>The Ultimate Guide to Intelligent Automat= ion</em></span></a> by Camunda
</span></span></div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fzml%2Fzml%3Futm_source=3Dtldrai/1/01000192= 0a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/Z3fFlR8OnOE-hI1AHzOiIe= vGr3-g3uKnZircQH9F9qU=3D371">
<span>
<strong>ZML Inference (GitHub Repo)= </strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
ZML is a lightning fast inference engin=
e written in Zig that is designed with performance in mind. It can be used = for a variety of models, although it requires some customization to get wor= king for a new architecture.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fchen37058%2Fphysical-attacks-in-embodied-n= avigation%3Futm_source=3Dtldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-= 66fdb82d3762-000000/pphEfkUOH8Er9Wah_0FjoO8jTnWxr7NaiVoV7z9CgZM=3D371">
<span>
<strong>Adversarial Attacks on Navi= gation Agents (GitHub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This repository introduces a new attack=
method for embodied navigation agents that attaches transparent patches wi=
th learnable textures to target objects.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Farxiv.org%2Fabs%2F2409.09957v1%3Futm_source=3Dtldrai/1/= 010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/7K9D6d7xwic5K7= kLGROD90QCIWrdwUv2x2lrXHxLzoA=3D371">
<span>
<strong>Graph Anomaly Detection: A = Survey (29 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This paper offers an in-depth review of=
deep learning methods, particularly graph neural networks (GNNs), for dete= cting anomalies in graph data. Researchers introduce a novel taxonomy of ap= proaches, analyzing GNN designs, proxy tasks, and anomaly measures.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=F0=9F= =8E=81</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><strong><h1>Miscellaneous</h1></strong><= /div>
</div>
</td></tr></tbody></table>
<table bgcolor=3D"" style=3D"table-layout: fixed; width: 100%;" width=3D"10= 0%"><tbody><tr><td style=3D"padding:0;border-collapse:collapse;border-spaci= ng:0;margin:0;" valign=3D"top">
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Ftechcrunch.com%2F2024%2F09%2F17%2Fsocialai-offers-a-twi= tter-like-diary-where-ai-bots-respond-to-your-posts%2F%3Futm_source=3Dtldra= i/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/ntHT0KFT1-= pgJ69wkfj0plCskez1i8t084Kzd49kehQ=3D371">
<span>
<strong>SocialAI offers a Twitter-l= ike diary where AI bots respond to your posts (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SocialAI, a new iOS app, offers a socia=
l media experience solely populated by AI-powered bots, eliminating human i= nteraction. Users can share thoughts and receive endless, tailored AI-gener= ated responses, choosing from categories like "supporters" or "critics." Fo= under Michael Sayman aims to provide a private, interactive space leveragin=
g large language models for diverse feedback.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2FJHW5981%2FAceParse%3Futm_source=3Dtldrai/1= /010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/wyN9zgt22Yjnb= HqLUYM13pN4pS62K0QgFRKNCWjrFaA=3D371">
<span>
<strong>Academic Text Parsing (GitH=
ub Repo)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
AceParse is a dataset designed to impro=
ve the parsing of structured texts in academic papers, including formulas, = tables, and complex sentences.
</span>
</span>
</div>
</td></tr></tbody></table>
<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
<div class=3D"text-block">
<span>
<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fevery.to%2Fp%2Fjumping-over-ai-s-uncanny-valley-4b1c343= 6-b424-4a62-b563-50e1469bba6c%3Futm_source=3Dtldrai/1/010001920a73ea03-ea58= 824d-d226-453d-bdb8-66fdb82d3762-000000/l4U313VPi_0mpIOtRUPr4KAA837LoRI4UrC= l8HEshMs=3D371">
<span>
<strong>Jumping Over AI's Uncanny V= alley (9 minute read)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
This article explores the Uncanny Valle=
y theory, which suggests that discomfort with almost-human AI could hinder = its adoption. It examines recent advancements in AI that bring this psychol= ogical phenomenon into focus, questioning its potential impact on AI's futu= re. The piece concludes by suggesting that AI's best use may be in a comple= mentary role rather than as a human replacement.
</span>
</span>
</div>
</td></tr></tbody></table>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
<div class=3D"text-block">
<div style=3D"text-align: center;"><span style=3D"font-size: 36px;">=E2=9A= =A1</span></div></div>
</td></tr></tbody></table>
<table align=3D"center" bgcolor=3D"" border=3D"0" cellpadding=3D"0" cellspa= cing=3D"0" width=3D"100%"><tbody><tr><td class=3D"container" style=3D"paddi= ng-top: 0px; padding-bottom: 0px;">
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<div style=3D"text-align: center;">
<h1><strong>Quick Links</strong></h1>
</div>
</div>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Flanguages.oup.com%2Fproducts%2Fwebinar-what-can-curated= -pronunciation-data-do-for-text-to-speech%2F%3Futm_source=3Dtldr%2Bai%26utm= _medium=3Dnewsletter%26utm_id=3Dws%2Bon%2Bdemand%2Bwebinar%2B19092024/1/010= 001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/kmk7LT9xQuzMiXzgX= TiTnycpyRZ9j-RO3aFUuilLCC4=3D371">
<span>
<strong>The data that makes realist=
ic AI voice generation possible (Sponsor)</strong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Learn how human-curated language data s= upports innovative text-to-speech advancements and gives content creators m= ore control over voiceover. <a href=3D"
https://tracking.tldrnewsletter.com/= CL0/https:%2F%2Flanguages.oup.com%2Fproducts%2Fwebinar-what-can-curated-pro= nunciation-data-do-for-text-to-speech%2F%3Futm_source=3Dtldr%2Bai%26utm_med= ium=3Dnewsletter%26utm_id=3Dws%2Bon%2Bdemand%2Bwebinar%2B19092024/2/0100019= 20a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/88D7hsT1SdHt_QSafbky2= s3EeA0GUnyuXr6Ec-i19Lk=3D371" rel=3D"noopener noreferrer nofollow" target= =3D"_blank"><span>Watch the recorded webinar by Oxford Languages and WellSa= id</span></a>
</span>
</span>
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fthreadreaderapp.com%2Fthread%2F1836435248592376149.html= %3Futm_source=3Dtldrai/1/010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3= 762-000000/ufMC8QWcj_3G3iYQ1sPP4zR3kIde-EvQ2pXIt9TOviQ=3D371">
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<strong>Mercor's $30M Series A (1 m= inute read)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Mercor raised $30M from Benchmark to bu= ild an AI recruiter.
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</span>
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fgithub.com%2Fzs1314%2Fskinmamba%3Futm_source=3Dtldrai/1= /010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/Q0tTQ_7QUZJ_Y= 9zeMyPabzTlmBZehqUwTgi1DJoYYV4=3D371">
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<strong>Cancer Detection (GitHub Re= po)</strong>
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<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
SkinMamba is a hybrid model that combin=
es CNN and Transformer techniques to improve skin lesion segmentation for e= arly cancer detection.
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<table align=3D"center" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" wi= dth=3D"100%"><tbody><tr><td class=3D"container" style=3D"padding: 15px 15px=
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<a href=3D"
https://tracking.tldrnewsletter.= com/CL0/https:%2F%2Fwww.zdnet.com%2Farticle%2Famazon-alexa-can-now-be-contr= olled-by-thought-alone-thanks-to-this-brain-implant%3Futm_source=3Dtldrai/1= /010001920a73ea03-ea58824d-d226-453d-bdb8-66fdb82d3762-000000/EDDDXhtmt-8xP= QkN3cePrsQhfbfyX5_y3QcsnY_O-tM=3D371">
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<strong>Amazon Alexa can now be con= trolled by thought alone - thanks to this brain implant (2 minute read)</st= rong>
</span>
<span style=3D"font-family: "Helvetica Neue", Helvetica, Arial, V= erdana, sans-serif;">
Synchron has enabled an ALS patient to = control Amazon's Alexa with a brain implant, bypassing the need for voice o=
r touch.
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</span>
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