As video generative models rapidly evolve, their potential to revolutionize creativity, communication, and media production grows immensely. However, without consistency—across knowledge, camera motion, narrative elements—the generated content risks losing coherence, trustworthiness, and real-world applicability. Addressing this challenge is essential not only for advancing research frontiers, but also for enabling scalable, reliable, and human-aligned video generation systems that can impact both academia and industry.
Video generative models have ignited a creative revolution, crafting vivid worlds from mere prompts, yet the quest for seamless, coherent content remains a pivotal challenge. We propose a full-day workshop at AAAI 2026, titled Consistency in Video Generative Models: From Clip to the Wild, to address this critical issue through three key dimensions: (1) Intra-clip world knowledge consistency, ensuring semantic and physical coherence within a single clip; (2) Inter-clip camera consistency, maintaining seamless content transitions across camera movements; (3) Inter-shot element consistency, preserving the identity and attributes of characters, scenes, and styles across narrative fragments.
This workshop will bring together generative AI researchers and practitioners to foster collaboration and develop robust methodologies for consistent video generation. Through video generation competition, keynote speeches, panel discussions, and technical sessions, it will drive innovation in trustworthy, credible video generative systems. In line with AAAI's mission to advance AI, this workshop will inspire scalable solutions and attract a diverse audience to tackle one of the most pressing challenges of generative AI.
Registration Period: December 15, 2025
Preliminary Round of Main Track: December 25, 2025
Final Round: January 14, 2026
Award Ceremony Date: January 26, 2026
The top 3 participants from the Main Track will be awarded prizes.
First Prize: RMB 200,000 (~USD 28,600)
Second Prize: RMB 30,000 (~USD 4,300)
Third Prize: RMB 10,000 (~USD 1,400)
The top 10 participants from the Creativity Track will be awarded prizes.
First Prize: RMB 10,000 (~USD 1,400)
Second Prize: RMB 5,000 (~USD 710)
Third Prize: RMB 2,000 (~USD 286)
Merit Awards: 7 winners, RMB 1,000 each (~USD 140 each)
An official certificate will be awarded to the top-3 teams.
The top-3 teams will be invited to give oral presentations during AAAI 2026.
The workshop is limited to the video competition, and the winning teams in the competition will be invited to submit a paper/ technical report.