Shikha Surana

4 papers · 2023–2025 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (11) 👥 Mega-Team · Squad

Venues

ICLR (2) NeurIPS (2)

Top co-authors

Nathan Grinsztajn (3) Clément Bonnet (3) Daniel Furelos-Blanco (2) Paul Duckworth (2) Tom Barrett (2) Arnu Pretorius (2) Alexandre Laterre (2) Donal John Byrne (1) Manus McAuliffe (1) Daniel Luo (1)

Research topics

Artificial Intelligence (3) Machine Learning (3) Reinforcement Learning (3) Learning Types (3) Core AI (2) Methods (2) Mathematics & Optimization (1) Applications (1) Learning Paradigms (1) Optimization (1)

Keywords

combinatorial optimization (2) reinforcement learning (2) travelling salesman problem (2) vehicle routing problem (2) in-context learning (1) policy population (1) policy adaptation (1) protein language model (1) vehicle routing (1) combinatorial problem (1) protein fitness prediction (1) population-based training (1) population training (1) actor critic (1) job shop scheduling (1) decision-making task (1) traveling salesman (1) latent space search (1) zero-shot learning (1) few-shot learning (1)

Papers

Metalic: Meta-Learning In-Context with Protein Language Models ICLR 2025 Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX ICLR 2024 Combinatorial Optimization with Policy Adaptation using Latent Space Search NeurIPS 2023 Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization NeurIPS 2023