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DeLTa 2026 Workshop @ ICLR: Call for Papers

Deadline: Feb 8, 2026

DeLTa 2026 workshop at ICLR 2026 invites submissions on deep generative models. Deadline: Feb 8, 2026. Submit via OpenReview.

The 2nd Workshop on Deep Generative Models in Machine Learning: Theory, Principle, and Efficacy (DeLTa 2026) is accepting paper submissions for ICLR 2026 in Rio de Janeiro, Brazil.

Important dates:

  • Submission deadline: Feb 8, 2026
  • Notification: Mar 1, 2026
  • Camera-ready: Apr 5, 2026
  • Workshop date: TBD (ICLR 2026)

Selected topics include:

  • Unified theories for diffusion, flow-matching, energy-based, and autoregressive models
  • Optimization and convergence in diffusion & flow-matching
  • Stochastic control and optimal transport perspectives
  • Post-training theory and implicit bias analysis
  • Geometry & manifold learning for generative modeling
  • Algorithms & applications for LLM diffusion and multimodal generation

Submit papers via OpenReview using the DeLTa workshop style template. Short papers (up to 4 pages) and long papers (up to 8 pages) are accepted.

Tags: DeLTa 2026, ICLR 2026, Deep Generative Models, Machine Learning, Call for Papers, Generative Modeling, AI Research