conftrace_

Axel Laborieux

3 papers · 2022–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🐣 Hot Topic Early Bird

Venues

NeurIPS (2) ICLR (1)

Top co-authors

Friedemann Zenke (3) Manu Srinath Halvagal (1)

Research topics

Machine Learning (3) Optimization & Theory · Machine Learning (3) Deep Learning (1) Architectures (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Optimization & Theory · Deep Learning (1)

Keywords

equilibrium propagation (2) gradient estimation (2) neuromorphic computing (2) gradient computation (1) variance regularization (1) local learning rule (1) loss function (1) weight symmetry (1) cosine similarity (1) non-contrastive learning (1) holomorphic network (1) finite amplitude oscillation (1) representation learning (1) jacobian homeostasis (1) oscillatory dynamics (1) self-supervised learning (1)

Papers

Improving equilibrium propagation without weight symmetry through Jacobian homeostasis ICLR 2024 Implicit variance regularization in non-contrastive SSL NeurIPS 2023 Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations NeurIPS 2022