Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/K35WHzjDI8
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation.
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Jan 2024 – Aug 2025Where it's discussed
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Several posts highlight key topics from the publication, such as the discussions around 'predictive coding' and how it contrasts with backpropagation, with phrases like 'could shift the landscape a lot' and 'game changer' being used to illustrate the transformative potential. The tone is generally optimistic and inquisitive, indicating both excitement and a desire for deeper understanding, which reinforces the overall interest and positive impact perception in the discussions.
The majority of discussions reflect general support for the idea presented in the publication, with participants discussing aspects of predictive coding and its implications.
There is notable curiosity about the new learning algorithm and how it might transform our understanding of both neural and machine learning.
Many contributors reference specific aspects of the publication, exploring complex ideas and questioning traditional methods, which shows a high level of engagement.
Participants express that the proposed methodologies could significantly influence the fields of neuroscience and AI, recognizing their potential to alter existing paradigms.
Abstract in brief
- The text discusses 'credit assignment', the challenge of identifying error sources in learning for both humans and machines.
- It introduces 'prospective configuration', a new approach that differs from the traditional backpropagation method by first predicting the desired neural activity pattern before adjusting synaptic weights.
- The authors claim this method improves learning efficiency and effectiveness in biological contexts, and successfully mirrors unexpected neural behaviors in experiments with humans and rats.
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Most liked on X and BlueskyInferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://t.co/tppBAov5vs
Backpropagationにかわる学習理論prospective configurationの提唱。Inferring neural activity before plasticity as a foundation for learning beyond backpropagation. https://t.co/kJ2R8c2PrY
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation www.nature.com/articles/s41... #neuroscience #NeuroAI #compneuro #MLSky
Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎の重みの干渉がない cons BPの方が計算が効率的 Open Access #learning #papers https://t.co/Um2QYMtSNt https://t.co/czvhHaPImo https://t.co/pf9RgIuPk7
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Exploring Predictive Coding in Biological Learning Systems
In this video, we explore Predictive Coding, a biologically plausible alternative to backpropagation. We discuss credit assignment challenges in learning, introduce prospective configuration, and examine its impact on…
Inferring Neural Activity for Enhanced Learning Efficiency
This video explores a novel approach to credit assignment in learning, introducing 'prospective configuration.' By predicting desired neural activity patterns before weight adjustments, this method aims to improve…
@nascentwisp locally? sometimes. globally? yeah more or less. in-between? highly depends on the circuit and types of neurons. u should watch https://t.co/P9cvdZAF5M
#ArtemKRSV again explaining the latest on Predictive Coding from 5/2025 https://t.co/dZ5a8vP418
https://t.co/LwsVyF0rDJ
https://t.co/RbeujAjwyF
Learning Algorithm Of Biological Networks https://t.co/VqY5CzKFmu https://t.co/FttjCpRSt0
https://t.co/yoLDql4cVf
Learning Algorithm Of Biological Networks https://t.co/fLIDUsq4Wu через @YouTube
@ocnerth I saw this upload last week, haven't seen it myself but his earlier videos were great! https://t.co/qz5eBtBLqU
Predictive coding inspired NN could shift the landscape a lot. It would allow for far more decentralized learning (similar to @PrimeIntellect) and hence distribute power away from the hand full of AI companies. It would be a step closer to a global brain. https://t.co/nVxghxPBxd
Why is backpropagation biologically implausible? And what might the brain do instead? https://t.co/bMcTCUx2p1
Learning Algorithm Of Biological Networks https://t.co/ZHbgBwTuWp via @YouTube
@brandon_xyzw no it also doesn't use it implicitly https://t.co/bTAc8mznBR
RT @ogawa_yutaro_22: 脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://…
RT @ogawa_yutaro_22: 脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://…
RT @ogawa_yutaro_22: 脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://…
RT @ogawa_yutaro_22: 脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://…
RT @ogawa_yutaro_22: 脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://…
脳 x AI に興味がある方向け === 「Predictive Coding(予測符号化)」について、 分かりやすいビジュアライゼーションが豊富で、 かつ、ポイントを押さえた数式解説もあり、 非常に丁寧な動画でした https://t.co/tppBAov5vs
https://t.co/yKVjNWeTTy
RT @burny_tech: https://t.co/Z7zgLYiuUY
@karpathy https://t.co/8gJkL4Pdkj
Latest #ArtemKRSV https://t.co/V7KIc6BQen
A bonus from today (many great videos today): A new video from Artem Kirasanov about "Learning Algorithm of Biological Networks". https://t.co/fuvLLhgk0c
This focus on brain rather than a whole system approach is innately flawed, imho. But still interesting. https://t.co/Q1xxTveB4A
https://t.co/48CqsZQgw5
https://t.co/Z7zgLYiuUY
https://t.co/YdywunrrQP 「Inferring neural activity before plasticity as a foundation for learning beyond backpropagation」という論文が気になったけど英語がわからないので。
RT @encenatur: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/XJmCi3Qyf6
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/XJmCi3Qyf6
RT @thmonk_pf: Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎…
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/54GrzJJWuu
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation - Yuhang Song, Beren Millidge, Tommaso Salvatori, Thomas Lukasiewicz, Zhenghua Xu & Rafal Bogacz https://t.co/KHslrqOw0j
# Paper Analysis: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation ## Executive Summary この論文は、ニューラルネットワークにおける新しい学習原理「予測的構成(Prospective
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation | Nature Neuroscience https://t.co/6XDxt2GNKu
(PDF) Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/rtx4kzwCyD
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation | Nature Neuroscience https://t.co/RS6KdZoJsr
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @thmonk_pf: Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎…
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/P5CJoy3TwN
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
RT @leafs_s: Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https:/…
Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation www.nature.com/articles/s41...
Nature Neuroscience Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/K35WHzjDI8
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation - Nature Neuroscience https://t.co/iMiz1aT3ZT #devtalk
RT @Maze_s_Center: Thread with a few post and papers about how energy based networks or models are related to Hopfield networks and predict…
Thread with a few post and papers about how energy based networks or models are related to Hopfield networks and predictive coding networks. "Inferring neural activity before plasticity as a foundation for learning beyond backpropagation" 1/ https://t.co/X0m6pjSJSs
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/f4FOotdMFO
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/L4ABqZK8RF
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/ODgZr3ON1K https://t.co/K633POzoGN
RT @thmonk_pf: Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎…
reading through this today: "Inferring neural activity before plasticity as a foundation for learning beyond backpropagation" www.nature.com/articles/s41... still reading, but my initial take away is good use of pictures
RT @thmonk_pf: Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎…
RT @thmonk_pf: Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎…
Hebb則/誤差評価系としてのback propagation(BP)とは異なる学習メカニズム”prospective configuration" 入力に対し(多くはベイズ 予測を用い)神経回路自体を予め最適化する pros synapse毎の重みの干渉がない cons BPの方が計算が効率的 Open Access #learning #papers https://t.co/Um2QYMtSNt https://t.co/czvhHaPImo https://t.co/pf9RgIuPk7
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation | Nature Neuroscience https://t.co/dzEDQ6QXzm
Backpropagationにかわる学習理論prospective configurationの提唱。Inferring neural activity before plasticity as a foundation for learning beyond backpropagation. https://t.co/kJ2R8c2PrY
https://t.co/e2K0S0scEm
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/54GrzJJoEW
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/6XDxt2GNKu
2.1 A novel mode of weight updating, “prospective configuration”, where the network itself infers the pattern of neural activity that should result from learning before updating the weights accordingly, https://t.co/eIapCtgMd1
Nat. Neurosci.: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/H9gFGGJ1wJ
Nat. Neurosci.: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://www.nature.com/articles/s41593-023-01514-1
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/OBVXishGfh
元論文→ Reference: Song Y, Millidge B, Salvatori T, Lukasiewicz T, Xu Z, Bogacz R. Inferring neural activity before plasticity as a foundation for learning beyond backpropagation. Nat Neurosci. 2024. doi: 10.1038/s41593-023-01514-1 https://t.co/yLYAYZHUXD
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation www.nature.com/articles/s41... #neuroscience #NeuroAI #compneuro #MLSky
RT @MrCatid: The actual paper is here: https://t.co/U2b9wqiCAc in the supplementals. YouTube lecture for it here: https://t.co/8t6CVAxwy1
The actual paper is here: https://t.co/U2b9wqiCAc in the supplementals. YouTube lecture for it here: https://t.co/8t6CVAxwy1
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation #science #publication #research #journal https://t.co/3en1yjn7yh
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/lpg5CcVP7e
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
RT @rei_akaishi: Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation www.nature.com/articles/s41...
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/YgQO0dbs3l
Inferring neural activity before plasticity as a foundation for learning beyond backpropagation https://t.co/RIJO4BYIhR #MachineLearning #NatureJournal #AI https://t.co/9x6dp875LY