Technology that knows what youre feeling Poppy Crum

What happens when technology
knows more about us than we do?

A computer now can detect
our slightest facial microexpressions

and be able to tell the difference
between a real smile and a fake one.

That’s only the beginning.

Technology has become
incredibly intelligent

and already knows a lot
about our internal states.

And whether we like it or not,

we already are sharing
parts of our inner lives

that’s out of our control.

That seems like a problem,

because a lot of us like to keep
what’s going on inside

from what people actually see.

We want to have agency
over what we share and what we don’t.

We all like to have a poker face.

But I’m here to tell you
that I think that’s a thing of the past.

And while that might sound scary,
it’s not necessarily a bad thing.

I’ve spent a lot of time
studying the circuits in the brain

that create the unique perceptual
realities that we each have.

And now I bring that together

with the capabilities
of current technology

to create new technology
that does make us better,

feel more, connect more.

And I believe to do that,

we have to be OK
losing some of our agency.

With some animals, it’s really amazing,

and we get to see into
their internal experiences.

We get this upfront look
at the mechanistic interaction

between how they respond
to the world around them

and the state of their biological systems.

This is where evolutionary pressures
like eating, mating

and making sure we don’t get eaten

drive deterministic behavioral responses
to information in the world.

And we get to see into this window,

into their internal states
and their biological experiences.

It’s really pretty cool.

Now, stay with me for a moment –
I’m a violinist, not a singer.

But the spider’s already
given me a critical review.

(Video) (Singing in a low pitch)

(Singing in a middle pitch)

(Singing in a high pitch)

(Singing in a low pitch)

(Singing in a middle pitch)

(Singing in a high pitch)

(Laughter)

Poppy Crum: It turns out, some spiders
tune their webs like violins

to resonate with certain sounds.

And likely, the harmonics
of my voice as it went higher

coupled with how loud I was singing

recreated either the predatory call
of an echolocating bat or a bird,

and the spider did what it should.

It predictively told me to bug off.

I love this.

The spider’s responding
to its external world

in a way that we get to see and know
what’s happening to its internal world.

Biology is controlling
the spider’s response;

it’s wearing its internal
state on its sleeve.

But us, humans –

we’re different.

We like to think we have cognitive control
over what people see, know and understand

about our internal states –

our emotions, our insecurities,
our bluffs, our trials and tribulations –

and how we respond.

We get to have our poker face.

Or maybe we don’t.

Try this with me.

Your eye responds
to how hard your brain is working.

The response you’re about to see
is driven entirely by mental effort

and has nothing to do
with changes in lighting.

We know this from neuroscience.

I promise, your eyes are doing
the same thing as the subject in our lab,

whether you want them to or not.

At first, you’ll hear some voices.

Try and understand them
and keep watching the eye in front of you.

It’s going to be hard at first,

one should drop out,
and it should get really easy.

You’re going to see the change in effort
in the diameter of the pupil.

(Video) (Two overlapping voices talking)

(Single voice) Intelligent technology
depends on personal data.

(Two overlapping voices talking)

(Single voice) Intelligent technology
depends on personal data.

PC: Your pupil doesn’t lie.

Your eye gives away your poker face.

When your brain’s having to work harder,

your autonomic nervous system
drives your pupil to dilate.

When it’s not, it contracts.

When I take away one of the voices,

the cognitive effort
to understand the talkers

gets a lot easier.

I could have put the two voices
in different spatial locations,

I could have made one louder.

You would have seen the same thing.

We might think we have more agency
over the reveal of our internal state

than that spider,

but maybe we don’t.

Today’s technology is starting
to make it really easy

to see the signals and tells
that give us away.

The amalgamation of sensors
paired with machine learning

on us, around us and in our environments,

is a lot more than cameras and microphones
tracking our external actions.

Our bodies radiate our stories

from changes in the temperature
of our physiology.

We can look at these
as infrared thermal images

showing up behind me,

where reds are hotter
and blues are cooler.

The dynamic signature
of our thermal response

gives away our changes in stress,

how hard our brain is working,

whether we’re paying attention

and engaged in the conversation
we might be having

and even whether we’re experiencing
a picture of fire as if it were real.

We can actually see
people give off heat on their cheeks

in response to an image of flame.

But aside from giving away
our poker bluffs,

what if dimensions of data
from someone’s thermal response

gave away a glow
of interpersonal interest?

Tracking the honesty of feelings
in someone’s thermal image

might be a new part of how
we fall in love and see attraction.

Our technology can listen,
develop insights and make predictions

about our mental and physical health

just by analyzing the timing dynamics
of our speech and language

picked up by microphones.

Groups have shown that changes
in the statistics of our language

paired with machine learning

can predict the likelihood
someone will develop psychosis.

I’m going to take it a step further

and look at linguistic changes
and changes in our voice

that show up with a lot
of different conditions.

Dementia, diabetes can alter
the spectral coloration of our voice.

Changes in our language
associated with Alzheimer’s

can sometimes show up more
than 10 years before clinical diagnosis.

What we say and how we say it
tells a much richer story

than we used to think.

And devices we already have in our homes
could, if we let them,

give us invaluable insight back.

The chemical composition of our breath

gives away our feelings.

There’s a dynamic mixture of acetone,
isoprene and carbon dioxide

that changes when our heart speeds up,
when our muscles tense,

and all without any obvious change
in our behaviors.

Alright, I want you to watch
this clip with me.

Some things might be going on
on the side screens,

but try and focus on
the image in the front

and the man at the window.

(Eerie music)

(Woman screams)

PC: Sorry about that.
I needed to get a reaction.

(Laughter)

I’m actually tracking the carbon dioxide
you exhale in the room right now.

We’ve installed tubes
throughout the theater,

lower to the ground,
because CO2 is heavier than air.

But they’re connected
to a device in the back

that lets us measure, in real time,
with high precision,

the continuous differential
concentration of CO2.

The clouds on the sides are actually
the real-time data visualization

of the density of our CO2.

You might still see
a patch of red on the screen,

because we’re showing increases
with larger colored clouds,

larger colored areas of red.

And that’s the point
where a lot of us jumped.

It’s our collective suspense
driving a change in carbon dioxide.

Alright, now, watch this
with me one more time.

(Cheerful music)

(Woman laughs)

PC: You knew it was coming.

But it’s a lot different
when we changed the creator’s intent.

Changing the music and the sound effects

completely alter the emotional
impact of that scene.

And we can see it in our breath.

Suspense, fear, joy

all show up as reproducible,
visually identifiable moments.

We broadcast a chemical signature
of our emotions.

It is the end of the poker face.

Our spaces, our technology
will know what we’re feeling.

We will know more about each other
than we ever have.

We get a chance to reach in and connect
to the experience and sentiments

that are fundamental to us as humans

in our senses, emotionally and socially.

I believe it is the era of the empath.

And we are enabling the capabilities
that true technological partners can bring

to how we connect with each other
and with our technology.

If we recognize the power
of becoming technological empaths,

we get this opportunity

where technology can help us bridge
the emotional and cognitive divide.

And in that way, we get to change
how we tell our stories.

We can enable a better future
for technologies like augmented reality

to extend our own agency
and connect us at a much deeper level.

Imagine a high school counselor
being able to realize

that an outwardly cheery student
really was having a deeply hard time,

where reaching out can make
a crucial, positive difference.

Or authorities, being able
to know the difference

between someone having
a mental health crisis

and a different type of aggression,

and responding accordingly.

Or an artist, knowing
the direct impact of their work.

Leo Tolstoy defined his perspective of art

by whether what the creator intended

was experienced by the person
on the other end.

Today’s artists can know
what we’re feeling.

But regardless of whether
it’s art or human connection,

today’s technologies
will know and can know

what we’re experiencing on the other side,

and this means we can be
closer and more authentic.

But I realize a lot of us
have a really hard time

with the idea of sharing our data,

and especially the idea
that people know things about us

that we didn’t actively choose to share.

Anytime we talk to someone,

look at someone

or choose not to look,

data is exchanged, given away,

that people use to learn,

make decisions about
their lives and about ours.

I’m not looking to create a world
where our inner lives are ripped open

and our personal data
and our privacy given away

to people and entities
where we don’t want to see it go.

But I am looking to create a world

where we can care about
each other more effectively,

we can know more about when
someone is feeling something

that we ought to pay attention to.

And we can have richer experiences
from our technology.

Any technology
can be used for good or bad.

Transparency to engagement
and effective regulation

are absolutely critical
to building the trust for any of this.

But the benefits that “empathetic
technology” can bring to our lives

are worth solving the problems
that make us uncomfortable.

And if we don’t, there are
too many opportunities and feelings

we’re going to be missing out on.

Thank you.

(Applause)

当技术
比我们更了解我们时会发生什么?

现在,计算机可以检测到
我们最细微的面部微表情,

并能够
区分真笑和假笑。

这只是开始。

技术已经变得
非常智能,

并且已经
对我们的内部状态了如指掌。

不管我们喜不喜欢,

我们已经在分享

我们无法控制的部分内心生活。

这似乎是个问题,

因为我们中的很多人都喜欢不让
人们实际看到的内部发生的事情

我们希望对
我们分享的内容和不分享的内容拥有代理权。

我们都喜欢有一张扑克脸。

但我在这里告诉你
,我认为这已成为过去。

虽然这听起来很可怕,
但这不一定是坏事。

我花了很多时间
研究大脑中的回路,这些回路

创造
了我们每个人都拥有的独特感知现实。

现在,我将其与

当前技术的能力结合

起来,创造
出确实让我们变得更好、

感觉更多、联系更多的新技术。

我相信要做到这一点,

我们必须接受
失去一些代理权。

对于一些动物来说,这真的很神奇

,我们可以了解
它们的内部体验。

我们提前了解

它们对周围世界的反应

与其生物系统状态之间的机械相互作用。

这就是
饮食、交配

和确保我们不被吃掉等进化压力

驱动
对世界信息的确定性行为反应的地方。

我们可以看到这个窗口,

看到他们的内部状态
和他们的生物体验。

这真的很酷。

现在,陪我一会儿——
我是小提琴手,不是歌手。

但是蜘蛛已经
给了我一个批判性的评论。

(视频) (低音唱)

(中音唱)

(高音唱

) (低音唱)

(中音

唱) (高音唱)

(笑声)

Poppy Crum :事实证明,一些
蜘蛛像小提琴一样调整它们的网,

以与某些声音产生共鸣。

很可能,当
我的声音变得更高时,我的声音的谐波

加上我唱歌的音量,

重现
了回声定位蝙蝠或鸟类的掠食性呼叫

,蜘蛛做了它应该做的事情。

它预测性地告诉我要关闭。

我喜欢这个。

蜘蛛

以一种我们可以看到并知道
其内部世界正在发生的事情的方式对其外部世界做出反应。

生物学正在
控制蜘蛛的反应;

它在袖子上穿着它的内部
状态。

但是我们,人类——

我们是不同的。

我们喜欢认为我们
对人们看到、知道和

理解我们的内部状态——

我们的情绪、我们的不安全感、
我们的虚张声势、我们的考验和磨难——

以及我们如何回应有认知控制。

我们得到了我们的扑克脸。

或者也许我们没有。

和我一起试试这个。

你的眼睛
会对你的大脑工作的努力程度做出反应。

您即将看到的反应
完全由脑力驱动,

与光照变化无关。

我们从神经科学中知道这一点。

我保证,不管你是否愿意,你的眼睛
和我们实验室的对象做同样的事情

一开始,你会听到一些声音。

试着理解它们,
并继续注视你面前的眼睛。

一开始会很难,

一个人应该退出,
而且应该变得很容易。

你会看到
瞳孔直径的变化。

(视频)(两个重叠的声音说话)

(单声)智能技术
依赖于个人数据。

(两个重叠的声音说话)

(单一的声音)智能技术
依赖于个人数据。

PC:你的学生不会说谎。

你的眼睛暴露了你的扑克脸。

当你的大脑不得不更加努力地工作时,

你的自主神经系统会
驱使你的瞳孔放大。

如果不是,它会收缩。

当我拿走其中一个声音时,

理解说话

者的认知努力变得容易得多。

我可以把这两种声音
放在不同的空间位置,

我可以把声音调大一点。

你会看到同样的事情。

我们可能认为我们
在揭示内部状态方面

比那只蜘蛛有更多的代理权,

但也许我们没有。

今天的技术
开始让我们很

容易看到信号并
告诉我们。

在我们、我们周围和我们的环境中,传感器与机器学习相结合,

不仅仅是
跟踪我们外部行为的摄像头和麦克风。

我们的身体从生理温度的变化中散发出我们的故事

我们可以将这些
视为

出现在我身后的红外热图像,

其中红色更热
,蓝色更冷。

我们热反应的动态特征揭示

了我们压力的变化,

我们的大脑工作的强度,

我们是否在关注

并参与我们可能正在进行的对话

,甚至我们是否正在经历
一幅火的画面,好像它 是真实的。

我们实际上可以看到
人们在脸颊上散发出热量

来响应火焰的图像。

但除了放弃
我们的扑克虚张声势之外

,如果
来自某人热反应的数据维度

散发
出人际交往的光芒怎么办?

在某人的热图像中追踪感情的真实性

可能是
我们如何坠入爱河和看到吸引力的一个新部分。

我们的技术可以通过分析麦克风拾取的语音和语言的时间动态来倾听、
发展洞察力并

预测我们的身心健康

研究小组表明,与机器学习相结合
的语言统计数据的变化

可以预测
某人患上精神病的可能性。

我将更进一步

,看看语言
变化和我们声音的变化,这些变化会在

很多不同的情况下出现。

痴呆症、糖尿病可以改变
我们声音的光谱颜色。

与阿尔茨海默氏症相关的语言变化

有时会
在临床诊断前 10 年以上出现。

我们所说的以及我们所说的方式
讲述的故事

比我们过去想象的要丰富得多。

我们家中已有的设备
,如果我们允许的话,可以

给我们带来宝贵的洞察力。

我们呼吸的化学成分

会泄露我们的感受。

丙酮、
异戊二烯和二氧化碳

的动态混合物会在我们的心跳加速、
肌肉紧张

以及我们的行为没有任何明显变化时发生变化

好的,我想让你
和我一起看这个剪辑。 侧面屏幕

上可能会发生一些事情

但请尝试将注意力集中
在前面的图像

和窗边的人上。

(诡异的音乐)

(女人尖叫)

PC:对不起。
我需要得到反应。

(笑声)

我实际上正在追踪
你现在在房间里呼出的二氧化碳。 因为二氧化碳比空气重,

我们在整个剧院都安装了管子

低于地面

但是它们连接
到后面的一个设备

,让我们可以实时
、高精度

地测量二氧化碳的连续差异
浓度。

侧面的云实际上

是我们二氧化碳密度的实时数据可视化。

您可能仍会
在屏幕上看到一片红色,

因为我们正在显示
随着更大的彩色云层和

更大的红色彩色区域而增加。

这就是
我们很多人跳槽的地方。

这是我们共同的悬念
推动了二氧化碳的变化。

好吧,现在,再
陪我看一遍。

(欢快的音乐)

(女人笑)

PC:你知道它来了。

但是
当我们改变创作者的意图时,情况就大不相同了。

改变音乐和音效

完全改变
了那个场景的情感影响。

我们可以在呼吸中看到它。

悬念、恐惧、欢乐

都以可重现的、
视觉上可识别的时刻出现。

我们传播我们情绪的化学
特征。

这是扑克脸的终结。

我们的空间,我们的技术
将知道我们的感受。

我们将比以往任何时候都更了解彼此。

我们有机会接触并连接

到我们作为人类

在感官、情感和社交方面至关重要的体验和情感。

我相信这是同理心的时代。

我们正在
使真正的技术合作伙伴能够

为我们彼此之间
以及与我们的技术之间的联系带来能力。

如果我们认识到
成为技术移情者的力量,

我们就有机会利用

技术帮助我们
弥合情感和认知鸿沟。

通过这种方式,我们可以
改变我们讲述故事的方式。

我们可以
为增强现实等技术创造更美好的未来,

以扩展我们自己的代理
并在更深层次上将我们联系起来。

想象一下,一位高中辅导员
能够

意识到一个外表开朗的学生
确实经历了一段非常艰难的时期,

而伸出援手可以
产生至关重要的积极影响。

或当局,
能够知道

有精神健康危机的

人和不同类型的攻击之间的区别,

并做出相应的反应。

或者是一位艺术家,知道
他们的作品的直接影响。

列夫·托尔斯泰(Leo Tolstoy)

通过创作者的意图是否

被另一端的人所体验来定义他的艺术观点

今天的艺术家可以
知道我们的感受。


无论是艺术还是人际关系,

今天的技术
都会知道并且可以

知道我们在另一边正在经历什么

,这意味着我们可以
更接近、更真实。

但我意识到我们中的很多人
都很难

接受分享我们的数据

的想法,尤其
是人们

知道我们并没有主动选择分享的事情的想法。

每当我们与某人交谈、看某人

或选择不看时,

数据都会被交换、分发

,人们用来学习、

决定
他们的生活和我们的生活。

我不希望创造一个世界
,让我们的内心生活被撕开

,我们的个人数据
和隐私被泄露


我们不想看到的人和实体。

但我希望创造一个

我们可以
更有效地相互关心的世界,

我们可以更多地了解
某人何时

感受到我们应该关注的事情。

我们可以从我们的技术中获得更丰富的经验

任何技术
都可以用于好的或坏的。

参与的透明度
和有效的监管

对于为此建立信任绝对至关重要。

但“移情
技术”能给我们生活带来

的好处,值得解决
让我们不舒服的问题。

如果我们不这样做,我们就会错过
太多的机会和感受

谢谢你。

(掌声)