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| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#learning-to-learn-memory-guided-evolution-of-computation-graphs-via-self-compressing-fitness-regularized-latent-space |
| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#contents |
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| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#generative-cross-species-crossover-graph-vae |
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| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#other-explanations-to-incoporate-todo |
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| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#experiment-tracking-and-cli-options |
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| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#other-papers-that-might-be-useful |
| On the Relationship Between Variational Inference and Auto-Associative Memory | https://arxiv.org/pdf/2210.08013.pdf |
| Multifactorial Evolutionary Algorithm with Online Transfer Parameter Estimation: MFEA-II | https://www.researchgate.net/profile/Abhishek-Gupta-17/publication/331729696_Multifactorial_Evolutionary_Algorithm_With_Online_Transfer_Parameter_Estimation_MFEA-II/links/5c98495892851cf0ae95ec75/Multifactorial-Evolutionary-Algorithm-With-Online-Transfer-Parameter-Estimation-MFEA-II.pdf |
| STCA: Spatio-Temporal Credit Assignment with Delayed Feedback in Deep Spiking Neural Networks | https://www.ijcai.org/proceedings/2019/0189.pdf |
| Sparse Distributed Memory using N-of-M Codes | https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn/blob/main/apt.cs.manchester.ac.uk/ftp/pub/apt/papers/NofMnnV3.pdf |
| A discrete time neural network model with spiking neurons: II: Dynamics with noise | https://arxiv.org/abs/1709.06206 |
| The Information Bottleneck Problem and Its Applications in Machine Learning | https://arxiv.org/pdf/2004.14941.pdf |
| Neurons detect cognitive boundaries to structure episodic memories in humans | https://authors.library.caltech.edu/107546/4/41593_2022_1020_MOESM1_ESM.pdf |
| Why think step-by-step? Reasoning emerges from the locality of experience | https://arxiv.org/pdf/2304.03843.pdf |
| Accurate online training of dynamical spiking neural networks through Forward Propagation Through Time | https://arxiv.org/abs/2112.11231#:~:text=Here%2C%20we%20show%20how%20a,regularized%20risk%20on%20the%20loss. |
| Dynamics-Aware Unsupervised Discovery of Skills | https://arxiv.org/abs/1907.01657 |
| Frahmentation Instability in Aggregating Systems | https://www.sciencedirect.com/science/article/abs/pii/S0378437122000930 |
| Rethinking the performance comparison between SNNs and ANNs | https://www.sciencedirect.com/science/article/abs/pii/S0893608019302667 |
| A survey on computationally efficient neural architecture search | https://www.sciencedirect.com/science/article/pii/S2949855422000028 |
| Scaling Laws for Reward Model Overoptimization | https://arxiv.org/abs/2210.10760 |
| Interpreting neural computations by examining intrinsic and embedding dimensionality of neural activity
| https://arxiv.org/abs/2107.04084 |
| Model-agnostic Measure of Generalization Difficulty | https://arxiv.org/abs/2305.01034 |
| Adaptive Inference through Early-Exit Networks: Design, Challenges and Directions | https://arxiv.org/abs/2106.05022 |
| Network of Evolvable Neural Units: Evolving to Learn at a Synaptic Level | https://arxiv.org/abs/1912.07589 |
| Leveraging dendritic properties to advance machine learning and neuro-inspired computing | https://arxiv.org/abs/2306.08007 |
| Dendrites and Efficiency: Optimizing Performance and Resource Utilization | https://arxiv.org/abs/2306.07101 |
| Faith and Fate: Limits of Transformers on Compositionality | https://arxiv.org/pdf/2305.18654.pdf |
| Building transformers from neurons and astrocytes | https://www.pnas.org/doi/epdf/10.1073/pnas.2219150120 |
| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#abbreviations |
| https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn#references |
| An Empirical Review of Automated Machine Learning | https://www.mdpi.com/2073-431X/10/1/11#sec3-computers-10-00011 |
| AutoML: A survey of the state-of-the-art | https://arxiv.org/pdf/1908.00709.pdf?arxiv.org |
| Automated machine learning: Review of the state-of-the-art and opportunities for healthcare | https://www.sciencedirect.com/science/article/pii/S0933365719310437 |
| A Systematic Literature Review of the Successors of “NeuroEvolution of Augmenting Topologies” | https://direct.mit.edu/evco/article/29/1/1/97341/A-Systematic-Literature-Review-of-the-Successors |
| Neural Architecture Search without Training | https://arxiv.org/abs/2006.04647 |
| Spiking Neural Networks and online learning: An overview and perspectives | https://arxiv.org/pdf/1908.08019.pdf |
| Supervised learning in spiking neural networks: A review of algorithms and evaluations | https://www.researchgate.net/profile/Xiangwen-Wang-3/publication/339481763_Supervised_learning_in_spiking_neural_networks_A_review_of_algorithms_and_evaluations/links/5e70ea344585150a0d167d97/Supervised-learning-in-spiking-neural-networks-A-review-of-algorithms-and-evaluations.pdf |
| A review of learning in biologically plausible spiking neural networks | https://orca.cardiff.ac.uk/id/eprint/126388/1/Aboozar%20Manuscript.pdf |
| Training Spiking Neural Networks Using Lessons From Deep Learning | https://arxiv.org/abs/2109.12894 |
| Deep Residual Learning in Spiking Neural Networks | https://proceedings.neurips.cc/paper/2021/file/afe434653a898da20044041262b3ac74-Paper.pdf |
| Event-based backpropagation can compute exact gradients for spiking neural networks | https://arxiv.org/pdf/2009.08378.pdf |
| Symmetric spike timing-dependent plasticity at CA3–CA3 synapses optimizes storage and recall in autoassociative networks | https://www.nature.com/articles/ncomms11552 |
| Attention Spiking Neural Networks | https://arxiv.org/abs/2209.13929 |
| Foundations and Modeling of Dynamic Networks Using Dynamic Graph Neural Networks: A Survey | https://ieeexplore.ieee.org/abstract/document/9439502 |
| The synchronized dynamics of time-varying networks | https://arxiv.org/pdf/2109.07618.pdf |
| Multimodality in Meta-Learning: A Comprehensive Survey | https://arxiv.org/pdf/2109.13576 |
| Meta-Learning in Neural Networks: A Survey | https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9428530 |
| Model-Agnostic Meta-Learning for Fast Adaptation of Deep Neural networks | https://arxiv.org/pdf/1703.03400.pdfhttps://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=9428530 |
| Perceiver: General Perception with Iterative Attention | https://arxiv.org/abs/2103.03206 |
| A Generalist Agent | https://openreview.net/pdf?id=1ikK0kHjvj |
| PaLM-E: An Embodied Multimodal Language Model | https://arxiv.org/abs/2303.03378 |
| Attention is all you need | https://arxiv.org/abs/1706.03762 |
| Investigating the Limitations of Transformers with Simple Arithmetic Tasks | https://arxiv.org/abs/2102.13019 |
| Transformers In Vision: A Survey | https://arxiv.org/pdf/2101.01169.pdf |
| Coinductive guide to inductive transformer heads | https://www.arxiv-vanity.com/papers/2302.01834/ |
| Addressing Some Limitations Of Transformers With Feedback Memory | https://arxiv.org/abs/2002.09402 |
| Rethinking the Role of Demonstrations: What Makes In-Context Learning Work? | https://arxiv.org/abs/2202.12837 |
| Why Can GPT Learn In-Context? Language Models Secretly Perform Gradient Descent as Meta-Optimizers | https://arxiv.org/pdf/2212.10559.pdf |
| In-context Learning and Induction Heads | https://transformer-circuits.pub/2022/in-context-learning-and-induction-heads/index.html |
| Emergence of Scale-free Graphs in Dynamical Spiking Neural Networks | https://filip.piekniewski.info/stuff/papers/poster2007.pdf |
| Learning place cells, grid cells and invariances with excitatory and inhibitory plasticity | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5927772/ |
| On the approximation by single hidden layer feedforward neural networks with fixed weights | https://arxiv.org/pdf/1708.06219.pdf |
| Compressive Transformers For Long-Range Sequence Modelling | https://arxiv.org/pdf/1911.05507.pdf |
| Compressed Learning: A Deep Neural Network Approach | https://arxiv.org/pdf/1610.09615.pdf |
| Rethinking Lossy Compression: The Rate-Distortion-Perception Tradeoff | https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn/blob/main/proceedings.mlr.press/v97/blau19a/blau19a.pdf |
| Lecture from Stanford by Jack Rae - Compression for AGI | https://www.youtube.com/live/dO4TPJkeaaU?feature=share |
| How learning unfolds in the brain: toward an optimization view | https://www.sciencedirect.com/science/article/pii/S0896627321006772 |
| Orbitofrontal Cortex as a Cognitive Map of Task Space | https://www.sciencedirect.com/science/article/pii/S0896627313010398 |
| Population coding in the cerebellum: a machine learning perspective | https://pubmed.ncbi.nlm.nih.gov/33112717/ |
| A bio-inspired bistable recurrent cell allows for long-lasting memory | https://arxiv.org/abs/2006.05252 |
| Scale-Invariant Memory Representations Emerge from Moiré Interference between Grid Fields That Produce Theta Oscillations: A Computational Model | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6672484/ |
| Scale-Invariance and Self-Similar 'Wavelet' Transforms: an Analysis of Natural Scenes and Mammalian Visual Systems | https://patch-diff.githubusercontent.com/TimeDelta/learning-to-learn/blob/main/redwood.psych.cornell.edu/papers/field-1993.pdf |
| A Comprehensive Survey of Continual Learning: Theory, Method and Application | https://arxiv.org/pdf/2302.00487.pdf |
| Riemannian walk for incremental learning: Understanding forgetting and intransigence | https://arxiv.org/abs/1801.10112 |
| Gradient Episodic Memory for Continual Learning | https://arxiv.org/abs/1706.08840 |
| Signaling Mechanisms Linking Neuronal Activity to Gene Expression | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2728073/ |
| Plasticity of the Nervous System & Neuronal Activity–Regulated Gene Transcription in Synapse Development and Cognitive Function | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3098681/ |
| Neural Coding in Spiking Neural Networks: A Comparative Study for Robust Neuromorphic Systems | https://www.frontiersin.org/articles/10.3389/fnins.2021.638474/full |
| Lifelong learning of human actions with deep neural network self-organization | https://www.sciencedirect.com/science/article/pii/S0893608017302034 |
| Brain-inspired learning in artificial neural networks: a review | https://arxiv.org/pdf/2305.11252.pdf |
| There's Plenty of Room Right Here: Biological Systems as Evolved, Overloaded, Multi-scale Machines | https://arxiv.org/abs/2212.10675 |
| Universal Mechanical Polycomputation in Granular Matter | https://arxiv.org/pdf/2305.17872.pdf |
| A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II | https://sci2s.ugr.es/sites/default/files/files/Teaching/OtherPostGraduateCourses/Metaheuristicas/Deb_NSGAII.pdf |
| GraphVAE: Towards Generation of Small Graphs Using Variational Autoencoders | https://arxiv.org/pdf/1802.03480.pdf |
| Modeling by shortest data description | https://doi.org/10.1016/0005-1098(78)90005-5 |
| X. Rao, B. Zhao, and D. Liu, “CR-LSO: Convex Neural Architecture Optimization in the Latent Space of Graph Variational Autoencoder with Input Convex Neural Networks,” arXiv, Nov. 2022, doi: 10.48550/arXiv.2211.05950. | https://arxiv.org/abs/2211.05950 |
| A. Luo, Q. Chen, and G. Zhang, “NASGEM: Neural Architecture Search via Graph Embedding Matching,” arXiv, 2020. | https://arxiv.org/abs/2007.04452 |
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