LinOSS: MIT's brain-inspired AI overcomes the limits of long sequences

New progress

[{"selector":"#anim-4497f965-0f25-4adb-9d73-c2a3ec491af8","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-aae7a9e3-5b29-4304-971c-fff0b81e9c6c","keyframes":{"transform":["translate3d(-111.05991%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-aa3333c4-1ac6-4776-8f1a-0d16d066bd32","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-3c410936-ec28-485a-9b87-6cda9821763e","keyframes":{"transform":["translate3d(-119.59459%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7cb80674-e7a8-4225-9c5a-38311aa415c6","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-f41cd226-c683-4433-aa42-ddc67d7f71e4","keyframes":{"transform":["translate3d(-119.93243%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] MIT develops AI model inspired by the human brain.

The challenge

[{"selector":"#anim-75382e2d-8a17-4a89-adfd-37fe0d2068a7","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-fd9e928e-04b6-4d57-9642-f0418340cd77","keyframes":{"transform":["translate3d(-122.50804%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-6a09a6f2-b41a-4d43-b77d-6096bec20636","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-990f51fb-0e13-40fd-ae62-1aa5888f38bc","keyframes":{"transform":["translate3d(-138.03418%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-dc683c71-0340-4747-b9ab-c37823b88bd4","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-19452ea5-e4d6-47a1-b071-29f540d7a53e","keyframes":{"transform":["translate3d(-126.10294%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Common AI fails to deal with extensive and complex data

The solution

[{"selector":"#anim-5f770342-8cb0-4c1d-a675-97de08866feb","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-18b86753-7c3d-47b5-b039-f1a98722a7cd","keyframes":{"transform":["translate3d(-122.82958%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-c5ac0b69-43f2-45c2-9df1-08f9362fcdf5","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-944ba330-6069-4189-a3ab-5b6b753720f2","keyframes":{"transform":["translate3d(-122.02797%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1daaaace-fc60-421c-bc6c-cf9dd842bb14","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-a42b1e3b-8bb2-4932-83cb-969afb9879b8","keyframes":{"transform":["translate3d(-126.79245%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] LinOSS uses physical principles to bring stability

High performance

[{"selector":"#anim-cfe37887-d91b-40a2-bea5-694d8e5fe8ff","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-95dc6db5-3e2c-4125-9aa9-3ba120cdf6ea","keyframes":{"transform":["translate3d(-122.1843%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-6f90350f-83f4-4524-9b0e-7d8da0aab82d","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-ba497ffa-8e3d-4b2c-9ad1-6c1e507c004b","keyframes":{"transform":["translate3d(-122.25519%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1a46638c-c16d-4a3c-9dad-5b2b2d0fa96a","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-33949d34-5b06-4871-bba1-48cd9f52b041","keyframes":{"transform":["translate3d(-126.9091%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Outperforms models like Mamba in prediction tasks

Future impact

[{"selector":"#anim-8b3f0e1e-99bd-4988-8e08-ac5a2d4aacb8","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-664200d8-05ca-442a-af18-06c2cbfac29a","keyframes":{"transform":["translate3d(-130.46154%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-e76d8a9c-99d8-464e-9d67-d890b96e9099","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-b3c3d739-1acd-434f-ad78-47e4042846cd","keyframes":{"transform":["translate3d(-130.93526%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-d96b61ec-7731-448f-a519-48fe4ab0b45d","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-ccb4a5bc-12ec-4f38-945b-686a4561c9a8","keyframes":{"transform":["translate3d(-132.36364%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] LinOSS could even help us understand the human brain

Want to know more?

[{"selector":"#anim-141c58f0-c2df-4ca7-87c9-4a8994bf2c70","keyframes":{"opacity":[0,1]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-700b18f0-03a9-45f0-99f3-9c22c855cf3f","keyframes":{"transform":["translate3d(-122.18649%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":800,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-8f33ca57-df7f-4173-86ab-dafde40186b7","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-1943e064-354c-4162-9f01-79d2ea15816d","keyframes":{"transform":["translate3d(-125.09091%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-7c3af2f1-656c-4210-a559-39ff03177ad3","keyframes":{"opacity":[0,1]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] [{"selector":"#anim-eace5671-a850-41c5-a759-d3558802dcdd","keyframes":{"transform":["translate3d(-123.7931%, 0px, 0)","translate3d(0px, 0px, 0)"]},"delay":900,"duration":900,"easing":"cubic-bezier(0.2, 0.6, 0.0, 1)","fill":"both"}] Learn more

LinOSS: MIT's brain-inspired AI overcomes the limits of long sequences

New progress

MIT researchers have created LinOSS, an AI model based on neural oscillations, capable of efficiently processing extremely long sequences of data.

The challenge

Traditional AI models struggle with long sequences, requiring high computing power and suffering from instability in predictions.

The solution

LinOSS adopts the concept of forced harmonic oscillators, inspired by biology and physics, guaranteeing stable and efficient predictions on a large scale.

High performance

LinOSS outperformed the Mamba model by almost 2x in tasks with long sequences, making it ideal for areas such as climate, health, finance and autonomous driving.

Future impact

As well as predicting complex patterns, LinOSS can offer new insights into neuroscience, bringing AI and real biological systems even closer together.

Want to know more?

Read the full article on this revolution in AI

Find out all the details about LinOSS, the AI that unites science, brains and technology to transform the future of long data forecasting.