A training-free multi-agent framework for recursive self-improvement in new environments through broad-then-deep autonomous exploration and reusable memory.
P2T: Unlocking Token Rewards via Training-Free Reward Attribution (CVPR 2026) - official code
Training-free Spectrum acceleration for ComfyUI’s native MiniMax H3 audio-video model. Uses Chebyshev ridge feature forecasting to skip selected H3 transformer evaluations, with adaptive scheduling, sampler-aware support for Euler, ER-SDE, RES, SEEDS and SA-Solver, CPU/VRAM history storage, and fail-closed native fallbacks.
Training-free tweaks for MiniMax H3 in ComfyUI: crisper or smoother skin, a sub-seed style scene re-roll, and a prompt-strength dial for CFG-free Turbo renders. One node, no extra models.
Official implementation of “A Turbo-Inference Strategy for Object Detection and Instance Segmentation” (CVIU 2026). A training-free framework for iterative refinement between object detection and instance segmentation.
One Editor, Many Edits: A Unified Training-free Framework for Diverse Video Editing
Latent communication fabric for continuously evolving agent collectives — training-free orthogonal alignment of hidden states as a network primitive.
[ECCV 2026] Official implementation of "HRDiT: Training-Free High-Resolution Image Generation with Off-the-Shelf Diffusion Transformer Models"