NeurIPS 2026 — Sydney

NeurIPS 2026 — the Conference on Neural Information Processing Systems — takes place from 6 to 12 December 2026 at the International Convention Centre (ICC) Sydney, Australia, with official satellite locations running in parallel in Atlanta, USA, and Paris, France. It is the largest and most influential gathering in machine learning, and for three decades it has been the venue where the ideas that define the field are first published — from the deep-learning breakthroughs of the 2010s to the foundation-model and agent research shaping AI today. NeurIPS is essential for machine-learning researchers and PhD students, and increasingly for industry labs that come to recruit, benchmark and read the field's frontier first.

What's new in 2026: a distributed conference

The headline change for 2026 is the format. Rather than a single venue, NeurIPS adopts a distributed, multi-location model: Sydney is the primary host (6–12 December), with official satellite hubs in Atlanta (from 8 December) and Paris (from 9 December). The design cuts long-haul travel and its associated carbon cost, widens access for researchers who cannot reach Australia, and continues the conference's deliberate rotation across regions as the research community globalises. For attendees it means a genuine choice of hub while sharing one programme — a notable experiment in how a conference of well over 15,000 people can scale sustainably without losing its single-community character. Bringing the main event to Sydney also reflects the growing weight of the Asia-Pacific machine-learning community, which has been under-served by a conference circuit long centred on North America and Europe.

The 2026 programme

NeurIPS combines a vast peer-reviewed main track with tutorials, invited talks, the competition track and the datasets-and-benchmarks track, plus dozens of workshops that run as miniature conferences in their own right. Coverage runs the full breadth of the field:

• Deep learning, reinforcement learning, and optimization and learning theory
• Generative and multimodal models, and the architectures behind them
• Reasoning models and agentic systems that plan, use tools and act
• Efficient and open architectures, and the maturing science of evaluation and benchmarking
• A deep strand of work on safety, alignment, interpretability and the societal impact of capable systems

The datasets-and-benchmarks and competition tracks have become especially important as the field grapples with how to measure increasingly general systems, and the workshops are often where the next year's hot topics first surface, well before they reach the main track. With tens of thousands of submissions now flowing through its review process each cycle, NeurIPS also serves as a barometer for the sheer scale and pace of machine-learning research, and its acceptance decisions shape which directions the community treats as promising.

Who should attend and why it matters

What makes NeurIPS matter is its role as the field's centre of gravity: work presented here sets research agendas and feeds directly into the next generation of models and products. Recent editions have charted the move toward reasoning models, agentic systems, efficient and open architectures, and a maturing science of how to measure and govern capable systems. For PhD students and academic researchers it is the place to publish, present and find collaborators; for industry R&D teams and frontier labs it is where hiring, benchmarking and frontier-reading happen at once. The proceedings function as a citation backbone for the entire discipline, which is why an accepted NeurIPS paper carries outsized weight on the academic job market and in research careers. The 2026 distributed format is itself worth watching as a test of whether the world's flagship AI conference can keep its coherence while spreading across three continents, and the outcome will likely influence how other large scientific conferences approach travel, access and sustainability.

Attending and registration

The official site at neurips.cc publishes the schedule, accepted papers, workshop list and registration for Sydney and the satellite hubs. NeurIPS registration typically fills well ahead of the event and has operated lottery or tiered allocation in high-demand years, with reduced student rates — so prospective attendees should register as early as possible and, for the Sydney venue, secure accommodation and any visa paperwork early given the December timing and the city's busy summer season. Those choosing the Atlanta or Paris satellites should confirm which sessions stream live versus run locally when planning travel, and which poster and social events are hub-specific.