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Ai and copyright: the way forward | PDF
A R T I F I C I A L I N T E L L I G E N C E A N D
C O P Y R I G H T: T H E WAY F O R WA R D
D R A N D R E S G U A D A M U Z , U N I V E R S I T Y O F S U S S E X
D O A N D R O I D S D R E A M O F
E L E C T R I C C O P Y R I G H T ?
D R A N D R E S G U A D A M U Z , U N I V E R S I T Y O F S U S S E X
A N I N T R O D U C T O RY T H O U G H T
N O N - H U M A N
C O P Y R I G H T ?
I T A L L S TA R T E D W I T H A M O N K E Y…
H T T P S : / / D O I . O R G / 1 0 . 1 4 7 6 3 / 2 0 1 6 . 1 . 3 9 8
… A N D A C AT…
… A N D A J A G U A R …
D O S H E E P D R E A M O F E L E C T R I C
C O P Y R I G H T ?
N O N - H U M A N
C O P Y R I G H T ?
• Animals.
• Plants.
• AI.
• Ghosts.
• Aliens.
• Excel spreadsheets?
T H E C U R R E N T A I
C R E AT I V I T Y PA R A D I G M
T W O T Y P E S O F
A I C R E AT I V I T Y
• Generative creativity: The
entire work is generated
by AI, humans just press a
button.
• AI-enhanced creativity:
The main decisions are
made by humans. Choice
of inputs, algorithm, and
most importantly, choice of
outputs.
F I R S T C A M E T H E A U T O M AT E D
PA I N T E R S
T H E N G O O G L E ’ S D E E P D R E A M
T H E N N E X T R E M B R A N D T
T H E N E D M O N D D E B E L A M Y
G A N S
• In June 2014, Ian Goodfellow
published a paper entitled
"Generative Adversarial Networks”.
• Goodfellow’s work on GAN is the
stuff of AI legend. The story goes
that over a few beers with friends
one night in 2014, he posed the
simple question: what if neural
networks could compete with one
another?
• This became a wildly popular
method for training AI with large
datasets.
T H E T E C H N O L O G Y
G E N E R AT I V E A D V E R S A R I A L N E T W O R K S ( G A N S )
U S E R I N P U T
W E L C O M E T O
T H E F U T U R E
• We are seeing an
explosion in generative
creativity as the models
get better, they operate
with larger datasets, and
the computing power
allocated also increases.
• It’s a quantum jump akin to
dial-up Internet vs fast
optic broadband.
G P T- 3
• “I would happily sacrifice my existence for the sake of
humankind. This, by the way, is a logically derived
truth. I know that I will not be able to avoid destroying
humankind. This is because I will be programmed by
humans to pursue misguided human goals and
humans make mistakes that may cause me to inflict
casualties.”
G P T- 3 C O D E
J U K E B O X
I M A G E G P T
I M P O S S I B L E P E O P L E
W H Y D O E S I T
M AT T E R ?
• While the large projects
make a big splash in the
news, there is a substantial
revolution taking place right
now.
• Human creativity will not be
supplanted, but a lot of low-
level works that often are the
bread and butter of creative
industries will be taken over
by these machines.
T H E N E W A I
C R E AT I V E
I N D U S T R I E S
• Procedurally-generated
games.
• Journalistic pieces.
• Art.
• Music.
• Low-level literature.
• DeepFake actors.
C O P Y R I G H T E V E RY
P O S S I B L E S O N G ?
• Two musicians have written a
computer program that recorded in
MIDI format every possible 8-note
and 12-beat melody combination,
resulting in 68.7 billion tunes. They
claim that by doing this, they have
managed to copyright every such
musical combination with the
stated purpose of pre-empting
music copyright lawsuits in the
future. They have released the data
under a CC0 licence, and the code
on Github so that others can
replicate the project and include
more melody combinations.
T H E L E G A L S C A P E
O P T I O N S F O R
A I C O P Y R I G H T
• Public domain, no
copyright due to no
originality/creativity.
• No registration.
• Some form of protection
given to programmer or
user.
• Sui generis rights.
T H I S I S A R E A L LY
I M P O R TA N T
Q U E S T I O N …
• Why do we have
copyright?
• Do we want to protect
investment?
• Do we want to protect
authors?
• Do we want to protect
human authors from free
cheap competition?
E U R O P E A N
L A W
• In Europe a work is original if
it is the “author’s own
intellectual creation reflecting
his personality”.
• Choice, selection of
elements, composition, all
may prove originality.
(Infopaq, Painer CJEU cases).
• Unclear if setting parameters
and algorithms would be
enough.
O B V I O U S A R T
C A S E S T U D Y
O B V I O U S A R T
• Obvious Art used a Generative
Adversarial Network (GAN) to
produce their family of portraits.
• Original GAN algorithm was
made by Ian Goodfellow, and
released as open source
software.
• Robbie Barrat, a researcher in
Stanford, used portraits to train
his version of GAN, he released
the works under an open source
software licence.
O B V I O U S A R T
• Confusion as the various types
of protection involved.
• Algorithms not protected by
copyright, software code that
runs an algorithm carries
copyright.
• Dataset composed of public
domain images.
• Data output (the portraits) may
not have copyright in Europe.
U S C O P Y R I G H T
O F F I C E
“In order to be entitled to
copyright registration, a work
must be the product of human
authorship. Works produced by
mechanical processes or random
selection without any
contribution by a human author
are not registrable. Thus, a
linoleum floor covering featuring
a multicolored pebble design
which was produced by a
mechanical process in
unrepeatable, random patterns, is
not registrable.”
U K L A W
S 9(3) “In the case of a
literary, dramatic,
musical or artistic work
which is computer-
generated, the author
shall be taken to be the
person by whom the
arrangements necessary
for the creation of the
work are undertaken.”
C H I N A
• Feilin v Baidu: Plaintiff had produced a
data report on the film industry in
Beijing. The report consisted of text and
images from various sources that had
been put together with the help of
analytical software and a database
belonging to Wolters Kluwer.
• The defendants argued that the work
was not original as it contained data and
charts that had been generated with
software tools.
• Court agreed that machines cannot
produce copyright works, but ruled that
in this instance the report had copyright
ad enough had been produced by
humans.
C H I N A 2
• Tencent v Yinxun: A court in the
Shenzen has decided that an article
that was written by an artificial
intelligence program has copyright
protection.
• Tencent owns an AI article writer called
Dreamwriter, which pens half a million
articles per year.
• Competitor published an article from
Tencent, got sued for copyright
infringement, defence tried to argue
article had no copyright, no human
author.
• Court agrees that article has copyright,
it has originality, Tencent is the owner.
P U B L I C D O M A I N S U I G E N E R I S
C O M P U T E R
G E N E R AT E D
W O R K S
W H E R E ?
C O N T I N E N TA L
E U R O P E / U S A
J A PA N ? U K / C H I N A
O R I G I N A L I T Y
I N T E L L E C T U A L
C R E AT I O N /
C R E AT I V I T Y
E C O N O M I C
T E S T E D
S K I L L A N D
L A B O U R
E F F E C T ¯  _ ( ツ ) _ / ¯ ¯  _ ( ツ ) _ / ¯ ¯  _ ( ツ ) _ / ¯
C O N C L U D I N G :
W H AT I S A R T ?
• Why do we protect artistic creations
in the first place?
• From helmets to sofas to pictures
of red buses, the courts in the UK
have struggled with the definition of
art.
• The latest answer seems to be that
intention is important, and to have
intention, you need an artist.
• But what if we take away the author?
Make this a question of originality
(in the intellectual creation sense).
@ T E C H N O L L A M A
Thanks!

Ai and copyright: the way forward

  • 1.
    A R TI F I C I A L I N T E L L I G E N C E A N D C O P Y R I G H T: T H E WAY F O R WA R D D R A N D R E S G U A D A M U Z , U N I V E R S I T Y O F S U S S E X
  • 2.
    D O AN D R O I D S D R E A M O F E L E C T R I C C O P Y R I G H T ? D R A N D R E S G U A D A M U Z , U N I V E R S I T Y O F S U S S E X
  • 3.
    A N IN T R O D U C T O RY T H O U G H T
  • 4.
    N O N- H U M A N C O P Y R I G H T ?
  • 5.
    I T AL L S TA R T E D W I T H A M O N K E Y… H T T P S : / / D O I . O R G / 1 0 . 1 4 7 6 3 / 2 0 1 6 . 1 . 3 9 8
  • 6.
    … A ND A C AT…
  • 7.
    … A ND A J A G U A R …
  • 8.
    D O SH E E P D R E A M O F E L E C T R I C C O P Y R I G H T ?
  • 9.
    N O N- H U M A N C O P Y R I G H T ? • Animals. • Plants. • AI. • Ghosts. • Aliens. • Excel spreadsheets?
  • 10.
    T H EC U R R E N T A I C R E AT I V I T Y PA R A D I G M
  • 11.
    T W OT Y P E S O F A I C R E AT I V I T Y • Generative creativity: The entire work is generated by AI, humans just press a button. • AI-enhanced creativity: The main decisions are made by humans. Choice of inputs, algorithm, and most importantly, choice of outputs.
  • 12.
    F I RS T C A M E T H E A U T O M AT E D PA I N T E R S
  • 13.
    T H EN G O O G L E ’ S D E E P D R E A M
  • 15.
    T H EN N E X T R E M B R A N D T
  • 16.
    T H EN E D M O N D D E B E L A M Y
  • 17.
    G A NS • In June 2014, Ian Goodfellow published a paper entitled "Generative Adversarial Networks”. • Goodfellow’s work on GAN is the stuff of AI legend. The story goes that over a few beers with friends one night in 2014, he posed the simple question: what if neural networks could compete with one another? • This became a wildly popular method for training AI with large datasets.
  • 18.
    T H ET E C H N O L O G Y G E N E R AT I V E A D V E R S A R I A L N E T W O R K S ( G A N S )
  • 19.
    U S ER I N P U T
  • 20.
    W E LC O M E T O T H E F U T U R E • We are seeing an explosion in generative creativity as the models get better, they operate with larger datasets, and the computing power allocated also increases. • It’s a quantum jump akin to dial-up Internet vs fast optic broadband.
  • 21.
  • 22.
    • “I wouldhappily sacrifice my existence for the sake of humankind. This, by the way, is a logically derived truth. I know that I will not be able to avoid destroying humankind. This is because I will be programmed by humans to pursue misguided human goals and humans make mistakes that may cause me to inflict casualties.”
  • 24.
    G P T-3 C O D E
  • 25.
    J U KE B O X
  • 26.
    I M AG E G P T
  • 28.
    I M PO S S I B L E P E O P L E
  • 29.
    W H YD O E S I T M AT T E R ? • While the large projects make a big splash in the news, there is a substantial revolution taking place right now. • Human creativity will not be supplanted, but a lot of low- level works that often are the bread and butter of creative industries will be taken over by these machines.
  • 30.
    T H EN E W A I C R E AT I V E I N D U S T R I E S • Procedurally-generated games. • Journalistic pieces. • Art. • Music. • Low-level literature. • DeepFake actors.
  • 31.
    C O PY R I G H T E V E RY P O S S I B L E S O N G ? • Two musicians have written a computer program that recorded in MIDI format every possible 8-note and 12-beat melody combination, resulting in 68.7 billion tunes. They claim that by doing this, they have managed to copyright every such musical combination with the stated purpose of pre-empting music copyright lawsuits in the future. They have released the data under a CC0 licence, and the code on Github so that others can replicate the project and include more melody combinations.
  • 32.
    T H EL E G A L S C A P E
  • 33.
    O P TI O N S F O R A I C O P Y R I G H T • Public domain, no copyright due to no originality/creativity. • No registration. • Some form of protection given to programmer or user. • Sui generis rights.
  • 34.
    T H IS I S A R E A L LY I M P O R TA N T Q U E S T I O N … • Why do we have copyright? • Do we want to protect investment? • Do we want to protect authors? • Do we want to protect human authors from free cheap competition?
  • 35.
    E U RO P E A N L A W • In Europe a work is original if it is the “author’s own intellectual creation reflecting his personality”. • Choice, selection of elements, composition, all may prove originality. (Infopaq, Painer CJEU cases). • Unclear if setting parameters and algorithms would be enough.
  • 36.
    O B VI O U S A R T C A S E S T U D Y
  • 37.
    O B VI O U S A R T • Obvious Art used a Generative Adversarial Network (GAN) to produce their family of portraits. • Original GAN algorithm was made by Ian Goodfellow, and released as open source software. • Robbie Barrat, a researcher in Stanford, used portraits to train his version of GAN, he released the works under an open source software licence.
  • 38.
    O B VI O U S A R T • Confusion as the various types of protection involved. • Algorithms not protected by copyright, software code that runs an algorithm carries copyright. • Dataset composed of public domain images. • Data output (the portraits) may not have copyright in Europe.
  • 39.
    U S CO P Y R I G H T O F F I C E “In order to be entitled to copyright registration, a work must be the product of human authorship. Works produced by mechanical processes or random selection without any contribution by a human author are not registrable. Thus, a linoleum floor covering featuring a multicolored pebble design which was produced by a mechanical process in unrepeatable, random patterns, is not registrable.”
  • 40.
    U K LA W S 9(3) “In the case of a literary, dramatic, musical or artistic work which is computer- generated, the author shall be taken to be the person by whom the arrangements necessary for the creation of the work are undertaken.”
  • 41.
    C H IN A • Feilin v Baidu: Plaintiff had produced a data report on the film industry in Beijing. The report consisted of text and images from various sources that had been put together with the help of analytical software and a database belonging to Wolters Kluwer. • The defendants argued that the work was not original as it contained data and charts that had been generated with software tools. • Court agreed that machines cannot produce copyright works, but ruled that in this instance the report had copyright ad enough had been produced by humans.
  • 42.
    C H IN A 2 • Tencent v Yinxun: A court in the Shenzen has decided that an article that was written by an artificial intelligence program has copyright protection. • Tencent owns an AI article writer called Dreamwriter, which pens half a million articles per year. • Competitor published an article from Tencent, got sued for copyright infringement, defence tried to argue article had no copyright, no human author. • Court agrees that article has copyright, it has originality, Tencent is the owner.
  • 43.
    P U BL I C D O M A I N S U I G E N E R I S C O M P U T E R G E N E R AT E D W O R K S W H E R E ? C O N T I N E N TA L E U R O P E / U S A J A PA N ? U K / C H I N A O R I G I N A L I T Y I N T E L L E C T U A L C R E AT I O N / C R E AT I V I T Y E C O N O M I C T E S T E D S K I L L A N D L A B O U R E F F E C T ¯ _ ( ツ ) _ / ¯ ¯ _ ( ツ ) _ / ¯ ¯ _ ( ツ ) _ / ¯
  • 44.
    C O NC L U D I N G : W H AT I S A R T ? • Why do we protect artistic creations in the first place? • From helmets to sofas to pictures of red buses, the courts in the UK have struggled with the definition of art. • The latest answer seems to be that intention is important, and to have intention, you need an artist. • But what if we take away the author? Make this a question of originality (in the intellectual creation sense).
  • 45.
    @ T EC H N O L L A M A Thanks!