Andrea Banino

7 papers · 2020–2024 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (19) 👑 Triple Crown 🧭 Keyword Pioneer

Venues

NeurIPS (3) ICLR (2) ICML (2)

Top co-authors

Charles Blundell (4) Adrià Puigdomènech Badia (4) Dharshan Kumaran (2) Felix Hill (2) Razvan Pascanu (2) Stephanie Chan (2) Andrew Lampinen (2) Petar Veličković (2) Raia Hadsell (1) Allison Tam (1)

Research topics

Machine Learning (6) Artificial Intelligence (5) Deep Learning (5) Core AI (5) Architectures (4) Reinforcement Learning (3) Core Methods (3) Learning Types · Machine Learning (3) Methods (3) Optimization & Theory (2) Learning Paradigms (1) Learning Types · Deep Learning (1) Techniques (1)

Keywords

reinforcement learning (2) neural network (2) representation learning (2) state abstraction (1) signal propagation (1) offline reinforcement learning (1) dynamic programming (1) value function (1) retrieval-augmented generation (1) episodic memory (1) pre-trained representation (1) natural language (1) algorithmic reasoning (1) vision-language model (1) behavior policy (1) information bottleneck (1) representation collapse (1) data efficiency (1) contrastive learning (1) transformer architecture (1)

Papers

Transformers need glasses! Information over-squashing in language tasks NeurIPS 2024 CoBERL: Contrastive BERT for Reinforcement Learning ICLR 2022 Retrieval-Augmented Reinforcement Learning ICML 2022 Semantic Exploration from Language Abstractions and Pretrained Representations NeurIPS 2022 The CLRS Algorithmic Reasoning Benchmark ICML 2022 Towards mental time travel: a hierarchical memory for reinforcement learning agents NeurIPS 2021 MEMO: A Deep Network for Flexible Combination of Episodic Memories ICLR 2020