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Siddarth Singh — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Siddarth Singh
11
papers ·
11
citations ·
2
h-index
Stellenbosch University
Google Scholar ↗
Semantic Scholar ↗
OpenAlex ↗
Most-cited papers
Towards a Standardised Performance Evaluation Protocol for Cooperative MARL
2022 · 5 citations
Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
2023 · 3 citations
Self-Supervised On-Policy Reinforcement Learning via Contrastive Proximal Policy Optimisation
2026
Breaking the Performance Ceiling in Reinforcement Learning requires Inference Strategies
2025
Oryx: a Scalable Sequence Model for Many-Agent Coordination in Offline MARL
2025
The challenge of redundancy on multi-agent value factorisation
2023
How much can change in a year? Revisiting Evaluation in Multi-Agent Reinforcement Learning
2023
Efficiently Quantifying Individual Agent Importance in Cooperative MARL
2023
On Diagnostics for Understanding Agent Training Behaviour in Cooperative MARL
2023
Top co-authors
Arnu Pretorius
· 8
Omayma Mahjoub
· 7
Ruan de Kock
· 7
Wiem Khlifi
· 5
Sasha Abramowitz
· 4
Abidine Vall
· 3
Daniel Rajaonarivonivelomanantsoa
· 3
Felix Chalumeau
· 3
Arnol Fokam
· 2
Claude Formanek
· 2
Kale-ab Tessera
· 2
Louay Ben Nessir
· 2
Topics
Multi-Agent
Value-Based
Exploration
Game AI
cs.LG
cs.AI
Model-Based RL
Offline RL
Meta-RL