home.social
Sign in Create account

#vectorsymbolicarchitecture — Public Fediverse posts

Live and recent posts from across the Fediverse tagged #vectorsymbolicarchitecture, aggregated by home.social.

  1. Ross Gayler @[email protected] ·

    The schedule for the next VSAonline webinar series (January to June 2025) is published at:

    sites.google.com/view/hdvsaonl

    There are 11 talks around #VectorSymbolicArchitecture / #HyperdimensionalComputing

    The talks are (almost always) recorded and published online, in case you can't participate in the live session.

    @cogsci
    #VSA #HDC #CompCogScii #MathPsych #AI #neuromorphic #neurosymbolic #ComputationalNeuroscience #ComputationalCognitiveScience #MathematicalPsychology

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #compcogscii #mathpsych
  2. Ross Gayler @[email protected] ·

    The schedule for the next VSAonline webinar series (January to June 2025) is published at:

    sites.google.com/view/hdvsaonl

    There are 11 talks around #VectorSymbolicArchitecture / #HyperdimensionalComputing

    The talks are (almost always) recorded and published online, in case you can't participate in the live session.

    @cogsci
    #VSA #HDC #CompCogScii #MathPsych #AI #neuromorphic #neurosymbolic #ComputationalNeuroscience #ComputationalCognitiveScience #MathematicalPsychology

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #compcogscii #mathpsych
  3. Ross Gayler @[email protected] ·

    The schedule for the next VSAonline webinar series (January to June 2025) is published at:

    sites.google.com/view/hdvsaonl

    There are 11 talks around #VectorSymbolicArchitecture / #HyperdimensionalComputing

    The talks are (almost always) recorded and published online, in case you can't participate in the live session.

    @cogsci
    #VSA #HDC #CompCogScii #MathPsych #AI #neuromorphic #neurosymbolic #ComputationalNeuroscience #ComputationalCognitiveScience #MathematicalPsychology

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #compcogscii #mathpsych
  4. Ross Gayler @[email protected] ·

    The schedule for the next VSAonline webinar series (January to June 2025) is published at:

    sites.google.com/view/hdvsaonl

    There are 11 talks around #VectorSymbolicArchitecture / #HyperdimensionalComputing

    The talks are (almost always) recorded and published online, in case you can't participate in the live session.

    @cogsci
    #VSA #HDC #CompCogScii #MathPsych #AI #neuromorphic #neurosymbolic #ComputationalNeuroscience #ComputationalCognitiveScience #MathematicalPsychology

    #mathematicalpsychology #computationalcognitivescience #computationalneuroscience #neurosymbolic #neuromorphic #ai
  5. Ross Gayler @[email protected] ·

    The schedule for the next VSAonline webinar series (January to June 2025) is published at:

    sites.google.com/view/hdvsaonl

    There are 11 talks around #VectorSymbolicArchitecture / #HyperdimensionalComputing

    The talks are (almost always) recorded and published online, in case you can't participate in the live session.

    @cogsci
    #VSA #HDC #CompCogScii #MathPsych #AI #neuromorphic #neurosymbolic #ComputationalNeuroscience #ComputationalCognitiveScience #MathematicalPsychology

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #compcogscii #mathpsych
  6. Ross Gayler @[email protected] ·

    I was looking through the VSAonline website (sites.google.com/view/hdvsaonl) and saw that by the end of this year there will be 96 recorded webinars plus the recordings from the Midnight Sun 2023 workshop.

    So, if you're interested in #VectorSymbolicArchitecture / #HyperdimensionalComputing or just #VSA / #HDC -curious, the VSAonline website is the place to go (or head over to hd-computing.com/home, where there's a wider range of resources, including publication lists).

    #CognitiveScience #CogSci #ComputationalCognitiveScience #CompCogSci #AI #ArtificialIntelligence #ML #MachineLearning #neuromorphic #ComputationalNeuroscience

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #cognitivescience #cogsci
  7. Ross Gayler @[email protected] ·

    I was looking through the VSAonline website (sites.google.com/view/hdvsaonl) and saw that by the end of this year there will be 96 recorded webinars plus the recordings from the Midnight Sun 2023 workshop.

    So, if you're interested in #VectorSymbolicArchitecture / #HyperdimensionalComputing or just #VSA / #HDC -curious, the VSAonline website is the place to go (or head over to hd-computing.com/home, where there's a wider range of resources, including publication lists).

    #CognitiveScience #CogSci #ComputationalCognitiveScience #CompCogSci #AI #ArtificialIntelligence #ML #MachineLearning #neuromorphic #ComputationalNeuroscience

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #cognitivescience #cogsci
  8. Ross Gayler @[email protected] ·

    I was looking through the VSAonline website (sites.google.com/view/hdvsaonl) and saw that by the end of this year there will be 96 recorded webinars plus the recordings from the Midnight Sun 2023 workshop.

    So, if you're interested in #VectorSymbolicArchitecture / #HyperdimensionalComputing or just #VSA / #HDC -curious, the VSAonline website is the place to go (or head over to hd-computing.com/home, where there's a wider range of resources, including publication lists).

    #CognitiveScience #CogSci #ComputationalCognitiveScience #CompCogSci #AI #ArtificialIntelligence #ML #MachineLearning #neuromorphic #ComputationalNeuroscience

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #cognitivescience #cogsci
  9. Ross Gayler @[email protected] ·

    I was looking through the VSAonline website (sites.google.com/view/hdvsaonl) and saw that by the end of this year there will be 96 recorded webinars plus the recordings from the Midnight Sun 2023 workshop.

    So, if you're interested in #VectorSymbolicArchitecture / #HyperdimensionalComputing or just #VSA / #HDC -curious, the VSAonline website is the place to go (or head over to hd-computing.com/home, where there's a wider range of resources, including publication lists).

    #CognitiveScience #CogSci #ComputationalCognitiveScience #CompCogSci #AI #ArtificialIntelligence #ML #MachineLearning #neuromorphic #ComputationalNeuroscience

    #computationalneuroscience #neuromorphic #machinelearning #ml #artificialintelligence #ai
  10. Ross Gayler @[email protected] ·

    I was looking through the VSAonline website (sites.google.com/view/hdvsaonl) and saw that by the end of this year there will be 96 recorded webinars plus the recordings from the Midnight Sun 2023 workshop.

    So, if you're interested in #VectorSymbolicArchitecture / #HyperdimensionalComputing or just #VSA / #HDC -curious, the VSAonline website is the place to go (or head over to hd-computing.com/home, where there's a wider range of resources, including publication lists).

    #CognitiveScience #CogSci #ComputationalCognitiveScience #CompCogSci #AI #ArtificialIntelligence #ML #MachineLearning #neuromorphic #ComputationalNeuroscience

    #vectorsymbolicarchitecture #hyperdimensionalcomputing #vsa #hdc #cognitivescience #cogsci
  11. Ross Gayler @[email protected] ·
    CW: Vector Symbolic Architecture / Hyperdimensional Computing workshop - Invited speaker announcement and call for posters

    Event:
    * "Unlocking Tomorrow's Technology: Hyperdimensional Computing and Vector Symbolic Architectures for Automation and Design in Technology and Systems"
    * 27 March 2024, Valencia, Spain
    * A workshop of the Date24 conference
    * date-conference.com/workshop/w

    Invited speakers:
    * Evgeny Osipov
    * Abbas Rahimi
    * Alpha Renner
    * Kenny Schlegel

    CFP:
    * Poster proposals can be submitted in the form of abstracts
    * Deadline 5 February 2024
    * easychair.org/conferences/?con

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience @cogsci #neuromorphic #AI #ArtificialIntelligence

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  12. Ross Gayler @[email protected] ·
    CW: Vector Symbolic Architecture / Hyperdimensional Computing workshop - Invited speaker announcement and call for posters

    Event:
    * "Unlocking Tomorrow's Technology: Hyperdimensional Computing and Vector Symbolic Architectures for Automation and Design in Technology and Systems"
    * 27 March 2024, Valencia, Spain
    * A workshop of the Date24 conference
    * date-conference.com/workshop/w

    Invited speakers:
    * Evgeny Osipov
    * Abbas Rahimi
    * Alpha Renner
    * Kenny Schlegel

    CFP:
    * Poster proposals can be submitted in the form of abstracts
    * Deadline 5 February 2024
    * easychair.org/conferences/?con

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience @cogsci #neuromorphic #AI #ArtificialIntelligence

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  13. Ross Gayler @[email protected] ·
    CW: Vector Symbolic Architecture / Hyperdimensional Computing workshop - Invited speaker announcement and call for posters

    Event:
    * "Unlocking Tomorrow's Technology: Hyperdimensional Computing and Vector Symbolic Architectures for Automation and Design in Technology and Systems"
    * 27 March 2024, Valencia, Spain
    * A workshop of the Date24 conference
    * date-conference.com/workshop/w

    Invited speakers:
    * Evgeny Osipov
    * Abbas Rahimi
    * Alpha Renner
    * Kenny Schlegel

    CFP:
    * Poster proposals can be submitted in the form of abstracts
    * Deadline 5 February 2024
    * easychair.org/conferences/?con

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience @cogsci #neuromorphic #AI #ArtificialIntelligence

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  14. Ross Gayler @[email protected] ·
    CW: Vector Symbolic Architecture / Hyperdimensional Computing workshop - Invited speaker announcement and call for posters

    Event:
    * "Unlocking Tomorrow's Technology: Hyperdimensional Computing and Vector Symbolic Architectures for Automation and Design in Technology and Systems"
    * 27 March 2024, Valencia, Spain
    * A workshop of the Date24 conference
    * date-conference.com/workshop/w

    Invited speakers:
    * Evgeny Osipov
    * Abbas Rahimi
    * Alpha Renner
    * Kenny Schlegel

    CFP:
    * Poster proposals can be submitted in the form of abstracts
    * Deadline 5 February 2024
    * easychair.org/conferences/?con

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience @cogsci #neuromorphic #AI #ArtificialIntelligence

    #artificialintelligence #ai #neuromorphic #cognitivescience #cogsci #hyperdimensionalcomputing
  15. Ross Gayler @[email protected] ·
    CW: Vector Symbolic Architecture / Hyperdimensional Computing workshop - Invited speaker announcement and call for posters

    Event:
    * "Unlocking Tomorrow's Technology: Hyperdimensional Computing and Vector Symbolic Architectures for Automation and Design in Technology and Systems"
    * 27 March 2024, Valencia, Spain
    * A workshop of the Date24 conference
    * date-conference.com/workshop/w

    Invited speakers:
    * Evgeny Osipov
    * Abbas Rahimi
    * Alpha Renner
    * Kenny Schlegel

    CFP:
    * Poster proposals can be submitted in the form of abstracts
    * Deadline 5 February 2024
    * easychair.org/conferences/?con

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience @cogsci #neuromorphic #AI #ArtificialIntelligence

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  16. Ross Gayler @[email protected] ·

    **Submission deadline extended to 2024-01-29**

    Antonello Rosato (Sapienza University of Rome) has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Valencia, Spain, on 27 March 2024 as part of the Design, Automation and Test in Europe Conference (DATE24):
    date-conference.com/workshop/w
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing
    #CogSci #CognitiveScience #CogRob #CognitiveRobotics #AI #ArtificialIntelligence #neuromorphic

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  17. Ross Gayler @[email protected] ·

    **Submission deadline extended to 2024-01-29**

    Antonello Rosato (Sapienza University of Rome) has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Valencia, Spain, on 27 March 2024 as part of the Design, Automation and Test in Europe Conference (DATE24):
    date-conference.com/workshop/w
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing
    #CogSci #CognitiveScience #CogRob #CognitiveRobotics #AI #ArtificialIntelligence #neuromorphic

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  18. Ross Gayler @[email protected] ·

    **Submission deadline extended to 2024-01-29**

    Antonello Rosato (Sapienza University of Rome) has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Valencia, Spain, on 27 March 2024 as part of the Design, Automation and Test in Europe Conference (DATE24):
    date-conference.com/workshop/w
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing
    #CogSci #CognitiveScience #CogRob #CognitiveRobotics #AI #ArtificialIntelligence #neuromorphic

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  19. Ross Gayler @[email protected] ·

    **Submission deadline extended to 2024-01-29**

    Antonello Rosato (Sapienza University of Rome) has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Valencia, Spain, on 27 March 2024 as part of the Design, Automation and Test in Europe Conference (DATE24):
    date-conference.com/workshop/w
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing
    #CogSci #CognitiveScience #CogRob #CognitiveRobotics #AI #ArtificialIntelligence #neuromorphic

    #neuromorphic #artificialintelligence #ai #cognitiverobotics #cogrob #cognitivescience
  20. Ross Gayler @[email protected] ·

    **Submission deadline extended to 2024-01-29**

    Antonello Rosato (Sapienza University of Rome) has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Valencia, Spain, on 27 March 2024 as part of the Design, Automation and Test in Europe Conference (DATE24):
    date-conference.com/workshop/w
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing
    #CogSci #CognitiveScience #CogRob #CognitiveRobotics #AI #ArtificialIntelligence #neuromorphic

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  21. Ross Gayler @[email protected] ·

    Here's a really interesting (long) paper on what a theory of computing based on arbitrary physical substrates might look like: arxiv.org/abs/2307.15408

    "Toward a formal theory for computing machines made out of whatever physics offers: extended version"

    Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel (2023)

    @bnoheda

    #NewPaper #TheoreticalComputerScience #neuromorphic #CogSci #CognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #AnalogComputing

    #newpaper #theoreticalcomputerscience #neuromorphic #cogsci #cognitivescience #vsa
  22. Ross Gayler @[email protected] ·

    Here's a really interesting (long) paper on what a theory of computing based on arbitrary physical substrates might look like: arxiv.org/abs/2307.15408

    "Toward a formal theory for computing machines made out of whatever physics offers: extended version"

    Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel (2023)

    @bnoheda

    #NewPaper #TheoreticalComputerScience #neuromorphic #CogSci #CognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #AnalogComputing

    #newpaper #theoreticalcomputerscience #neuromorphic #cogsci #cognitivescience #vsa
  23. Ross Gayler @[email protected] ·

    Here's a really interesting (long) paper on what a theory of computing based on arbitrary physical substrates might look like: arxiv.org/abs/2307.15408

    "Toward a formal theory for computing machines made out of whatever physics offers: extended version"

    Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel (2023)

    @bnoheda

    #NewPaper #TheoreticalComputerScience #neuromorphic #CogSci #CognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #AnalogComputing

    #newpaper #theoreticalcomputerscience #neuromorphic #cogsci #cognitivescience #vsa
  24. Ross Gayler @[email protected] ·

    Here's a really interesting (long) paper on what a theory of computing based on arbitrary physical substrates might look like: arxiv.org/abs/2307.15408

    "Toward a formal theory for computing machines made out of whatever physics offers: extended version"

    Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel (2023)

    @bnoheda

    #NewPaper #TheoreticalComputerScience #neuromorphic #CogSci #CognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #AnalogComputing

    #analogcomputing #hyperdimensionalcomputing #hdc #vectorsymbolicarchitecture #vsa #cognitivescience
  25. Ross Gayler @[email protected] ·

    Here's a really interesting (long) paper on what a theory of computing based on arbitrary physical substrates might look like: arxiv.org/abs/2307.15408

    "Toward a formal theory for computing machines made out of whatever physics offers: extended version"

    Herbert Jaeger, Beatriz Noheda, Wilfred G. van der Wiel (2023)

    @bnoheda

    #NewPaper #TheoreticalComputerScience #neuromorphic #CogSci #CognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #AnalogComputing

    #newpaper #theoreticalcomputerscience #neuromorphic #cogsci #cognitivescience #vsa
  26. Ross Gayler @[email protected] ·

    @thezerobit for fielded devices I gotta agree. However, for algorithmic explanation of an approach to computing that might *actually* be well suited to memristors (and other proposed noisy hardware technologies) there's a reasonable amount of activity in the Vector Symbolic Architecture / Hyperdimensional Computing space:

    duckduckgo.com/?t=h_&q=memrist

    duckduckgo.com/?t=h_&q=memrist

    #memristor #neuromorphic #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #memristor #neuromorphic #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing
  27. Ross Gayler @[email protected] ·

    @thezerobit for fielded devices I gotta agree. However, for algorithmic explanation of an approach to computing that might *actually* be well suited to memristors (and other proposed noisy hardware technologies) there's a reasonable amount of activity in the Vector Symbolic Architecture / Hyperdimensional Computing space:

    duckduckgo.com/?t=h_&q=memrist

    duckduckgo.com/?t=h_&q=memrist

    #memristor #neuromorphic #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #memristor #neuromorphic #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing
  28. Ross Gayler @[email protected] ·

    @thezerobit for fielded devices I gotta agree. However, for algorithmic explanation of an approach to computing that might *actually* be well suited to memristors (and other proposed noisy hardware technologies) there's a reasonable amount of activity in the Vector Symbolic Architecture / Hyperdimensional Computing space:

    duckduckgo.com/?t=h_&q=memrist

    duckduckgo.com/?t=h_&q=memrist

    #memristor #neuromorphic #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #memristor #neuromorphic #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing
  29. Ross Gayler @[email protected] ·

    @thezerobit for fielded devices I gotta agree. However, for algorithmic explanation of an approach to computing that might *actually* be well suited to memristors (and other proposed noisy hardware technologies) there's a reasonable amount of activity in the Vector Symbolic Architecture / Hyperdimensional Computing space:

    duckduckgo.com/?t=h_&q=memrist

    duckduckgo.com/?t=h_&q=memrist

    #memristor #neuromorphic #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #hyperdimensionalcomputing #hdc #vectorsymbolicarchitecture #vsa #neuromorphic #memristor
  30. Ross Gayler @[email protected] ·

    @thezerobit for fielded devices I gotta agree. However, for algorithmic explanation of an approach to computing that might *actually* be well suited to memristors (and other proposed noisy hardware technologies) there's a reasonable amount of activity in the Vector Symbolic Architecture / Hyperdimensional Computing space:

    duckduckgo.com/?t=h_&q=memrist

    duckduckgo.com/?t=h_&q=memrist

    #memristor #neuromorphic #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #memristor #neuromorphic #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing
  31. Ross Gayler @[email protected] ·

    The videos of the talks from the Midnight Sun Workshop on Vector Symbolic Architectures and Hyperdimensional Computing are now online at:

    sites.google.com/ltu.se/midnig

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience #neuromorphic #UnconventionalComputing

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  32. Ross Gayler @[email protected] ·

    The videos of the talks from the Midnight Sun Workshop on Vector Symbolic Architectures and Hyperdimensional Computing are now online at:

    sites.google.com/ltu.se/midnig

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience #neuromorphic #UnconventionalComputing

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  33. Ross Gayler @[email protected] ·

    The videos of the talks from the Midnight Sun Workshop on Vector Symbolic Architectures and Hyperdimensional Computing are now online at:

    sites.google.com/ltu.se/midnig

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience #neuromorphic #UnconventionalComputing

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  34. Ross Gayler @[email protected] ·

    Clojure Conj talk by @gigasquid on Vector Symbolic Architectures is up: youtube.com/watch?v=ByzaFEVlaq

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #clojure

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #clojure
  35. Ross Gayler @[email protected] ·

    Thanks @hosford42 for reminding me of this half-day tutorial on Vector Symbolic Architectures / Hyperdimensional Computing. The authors have been applying HDC/VSA to place recognition in robotics, but the tutorial coverage is much wider.

    tu-chemnitz.de/etit/proaut/wor

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogRob #CognitiveRobotics #CompCogSci #ComputationalCognitiveScience #CogSci #CognitiveScience #MathPsych #MathematicalPsychology

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogrob #cognitiverobotics
  36. Ross Gayler @[email protected] ·

    @hosford42 I'd be interested to see a description of what you've done for reinforcement learning with hyperdimensional computing.

    #HDC #HyperdimensionalComputing #VSA #VectorSymbolicArchitecture

    #hdc #hyperdimensionalcomputing #vsa #vectorsymbolicarchitecture
  37. Ross Gayler @[email protected] ·

    Here are two high level articles that mention Vector Symbolic Architecure / HyperDimensional Computing in the more "popular" end of the technical press:

    quantamagazine.org/a-new-appro

    ieeexplore.ieee.org/stamp/stam

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CompCogSci #ComputationalCognitiveScience #CogSci #CognitiveScience #MathPsych #MathematicalPsychology

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #compcogsci #computationalcognitivescience
  38. Ross Gayler @[email protected] ·

    High level piece on hyperdimensional computing / Vector Symbolic Architecture in Quanta Magazine:
    quantamagazine.org/a-new-appro

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CompCogSci #CogSci #CognitiveScience

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #compcogsci #cogsci
  39. Ross Gayler @[email protected] ·

    Antonello Rosato has organised a half-day workshop on Vector Symbolic Architectures / Hyperdimensional Computing, to be held in Antwerp, Belgium, as part of the Design, Automation and Test in Europe Conference (DATE23). The details are on LinkedIn (I'm really sorry about that):
    linkedin.com/posts/rossgayler_
    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing
  40. Ross Gayler @[email protected] ·

    @DrYohanJohn
    @cogsci

    Boosting for my followers - see original post in the thread above.

    The BBS target article on the Language of Thought Hypothesis states:

    "We outline six core properties of
    LoTs: (i) discrete constituents; (ii) role-filler independence; (iii) predicate-argument
    structure; (iv) logical operators; (v) inferential promiscuity; and (vi) abstract content."

    It's interesting to think about the extent to which those properties are directly enabled by neural representations using Vector Symbolic Architectures / Hyperdimensional Computing. It hadn't occurred to me to draw a line between LoT and VSA/HDC.

    #CogSci #CognitiveScience #CompCogSci #ComputationalCognitiveScience #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing

    #cogsci #cognitivescience #compcogsci #computationalcognitivescience #vsa #vectorsymbolicarchitecture
  41. Ross Gayler @[email protected] ·
    CW: A blog post on basic Vector Symbolic Architecture / Hyperdimensional Computing operations implemented in Clojure

    A blog post on basic Vector Symbolic Architecture / Hyperdimensional Computing operations implemented in Clojure (a dialect of LISP running on the JVM), written by Carin Meier (a star in the Clojure firmament).

    gigasquid.github.io/blog/2022/

    #VectorSymbolicArchitecture #VSA #HyperdimensionalComputing #HDC #cogsci #clojure

    #vectorsymbolicarchitecture #vsa #hyperdimensionalcomputing #hdc #cogsci #clojure
  42. Ross Gayler @[email protected] ·
    CW: Job openings: two university positions in HyperDimensional Computing / Vector Symbolic Architectures

    Lulea Technical University (Sweden) announces two open positions ultimately focusing on research on hyperdimensional computing and vector-symbolic architectures. The positions are connected to the recently approved grant by Swedish Research Council "Vector-symbolic architectures as an algebraic programming language for neuromorphic computers”.

    The application deadline is January 31st, 2023

    Position 1. Senior lecturer: lnkd.in/gu5zf69T

    Position 2. Researcher: lnkd.in/giSuqkFi

    Should you have any questions please write to Evgeny Osipov ([email protected]).

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CognitiveScience #CogRob #CognitiveRobotics #MathPsych #CompCogSci #CompSci #ComputerScience #neuromorphic
    #job

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cognitivescience
  43. Ross Gayler @[email protected] ·
    CW: New paper on Vector Symbolic Architectures / Hyperdimensional Computing (Osipov et al)

    Abstract:
    Motivated by recent innovations in biologically inspired neuromorphic hardware, this article presents a novel unsupervised machine learning algorithm named Hyperseed that draws on the principles of vector symbolic architectures (VSAs) for fast learning of a topology preserving feature map of unlabeled data. It relies on two major operations of VSA, binding and bundling. The algorithmic part of Hyperseed is expressed within the Fourier holographic reduced representations (FHRR) model, which is specifically suited for implementation on spiking neuromorphic hardware. The two primary contributions of the Hyperseed algorithm are few-shot learning and a learning rule based on single vector operation. These properties are empirically evaluated on synthetic datasets and on illustrative benchmark use cases, IRIS classification, and a language identification task using the n -gram statistics. The results of these experiments confirm the capabilities of Hyperseed and its applications in neuromorphic hardware.
    ieeexplore.ieee.org/abstract/d

    #VSA #VectorSymbolicArchitecture #HDC #HyperdimensionalComputing #CogSci #CogRob #MathPsych

    #vsa #vectorsymbolicarchitecture #hdc #hyperdimensionalcomputing #cogsci #cogrob
  44. Ross Gayler @[email protected] ·

    @matspike Focusing on your final couple of points: linguistics needs structural representation & PDEs (continuous maths models) offer nothing for structure - You might want to take a look at Hyperdimensional Computing (HDC) / Vector Symbolic Architectures (VSA), which are all about how to represent and manipulate composite structures (trees, graphs, etc.) by simple arithmetic on high dimensional vector spaces (as a model of, say, the firing rates of a large group of neurons). Mostly it's algebraic, but PDEs are optional if you wanted to model the dynamics of a VSA/HDC system.

    Early VSA paper referring to the Jackendoff example you use: arxiv.org/abs/cs/0412059

    Me droning on about VSA as analogue computing for discrete structures: archive.org/details/Redwood_Ce

    A recent survey of the topic: arxiv.org/abs/2111.06077

    #VSA #HDC
    #VectorSymbolicArchitecture
    #HyperdimensionalComputing

    #vsa #hdc #vectorsymbolicarchitecture #hyperdimensionalcomputing
  45. Ross Gayler @[email protected] ·

    Editorial of a special issue on Hyperdimensional omputing (Vector Symbolic Architectures)

    frontiersin.org/articles/10.33

    #HyperdimensionalComputing #HDC #VectorSymbolicArchitecture #VSA #CogSci #neuromorphic

    #hyperdimensionalcomputing #hdc #vectorsymbolicarchitecture #vsa #cogsci #neuromorphic
  46. Ross Gayler @[email protected] ·
    CW: Recording available for Tech-evening on Hyperdimensional Computing

    The Centre For Data Analytics and Cognition at La Trobe University and Luleå University of Technology ran a hybrid event in hyperdimensional computing (HDC) and its applications in Artificial Intelligence and neuromorphic systems, on 7 December 2022 . This event aimed to develop knowledge and skills in HDC, an unconventional computing technique, its algorithmic value in practical AI and data analytics solutions, and its potential in enabling novel brain-inspired (neuromorphic) computing technologies.

    The event was recorded and is publicly available at the links below:

    * Event announcement and program: lnkd.in/gNVkJD5q

    * Video (3.2 hours): lnkd.in/gUf7zx9n

    * Slides of Osipov talks: lnkd.in/gdV_Bd8A

    In case you haven't come across hyperdimensional computing: Higher cognition strongly suggests that humans can represent and operate on complex, compositional data structures like trees and graphs. The problem then is how to represent and operate on those data structures in neural nets. Hyperdimensional computing is a mathematical model of computation in high dimensional vector spaces that allows complex, discrete computation to be readily mapped onto neural or neuromorphic implementation. If you're interested you might look at: lnkd.in/gzBSkUwH

    #VSA #HDC #ArtificialIntelligence #neuromorphic
    #VectorSymbolicArchitecture
    #HyperdimensionalComputing
    #AI #AGI #CogSci #CogRob #robotics

    #vsa #hdc #artificialintelligence #neuromorphic #vectorsymbolicarchitecture #hyperdimensionalcomputing
  47. Ross Gayler @[email protected] ·
    CW: Anyone who is interested in artificial intelligence and wants to find out about current trends in hyperdimensional computing and neuromorphic hardware (they will be important - trust me on this) should participate in the "Hyperdimensional tech-evening" on 7 December (details below). This is a hybrid event, so you can attend online or in person in the Melbourne CBD.

    Hyperdimensional tech-evening at La Trobe CBD Campus

    The La Trobe University Centre for Data Analytics and Cognition (CDAC) (lnkd.in/gVi_aS9C) and Luleå University of Technology (Luleå, Sweden) are organising a Tech-evening, with refreshments, on future technologies and trends in artificial intelligence. We invite academics and practitioners to join us in discussion of current state of the art of the AI technologies, the current trends and the path towards artificial general intelligence on 7 December 2022 5:00 PM AEST, at the La Trobe City Campus in Melbourne CBD. The technical track consists of tech talks and online demonstrations of recent advancements in applications of hyperdimensional computing to the development of algorithms for neuromorphic computers. Come and discuss the future of AI with us.

    See the downloadable flyer for the full program and registration instructions:
    dropbox.com/s/sv1glga5a618lpd/

    #VSA #HDC #ArtificialIntelligence #neuromorphic
    #VectorSymbolicArchitecture
    #HyperdimensionalComputing
    #AI #AGI #CogSci #CogRob #robotics

    #vsa #hdc #artificialintelligence #neuromorphic #vectorsymbolicarchitecture #hyperdimensionalcomputing