LoRA
Also known as: QLoRA, low-rank adaptation
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Timeline
- Oct 19, 2026 · Opinion / analysis · 1 sourceHow good is FLUX.3 Klein at editing? A 12-task comparison that surprised meAll we've been hearing for the last few days is how FLUX.3 Klein didn't live up to expectations when it comes to text-to-image.
- Oct 19, 2026 · Tutorial / explainer · 1 sourceFixed the vertical colour stripes in MOSS-Image SFT with a 1.9 MB LoRA (extracted, not trained)If you've used MOSS-Image SFT you may have noticed faint vertical colour stripes in skies, fog, walls and studio backdrops.
- Oct 18, 2026 · Opinion / analysis · 1 sourceHelp identifying anime eye style + which model/prompt gets this look?I've been looking for this specific anime art style for months, and I'd love to be able to generate it myself.
- Oct 18, 2026 · Tutorial / explainer · 1 source[P] asmsense: 228k stripped x86-64 functions with source-aware labels, and a map of the data we still lack. [P]asmsense is a dataset and a small model (Qwen3-8B + LoRA) for naming and describing functions in stripped binaries.
- Oct 18, 2026 · Opinion / analysis · 1 sourceSame prompt, 3 models: SDXL (WAI-Illustrious v17) vs Krea 2 turbo vs MOSS-Image-SFT (anime scenes, no LoRA)Tested the three side by side using the exact same text prompt (booru tags only, no style prefix, no quality tags, no negative prompt), 4 scenes × 2 seeds, 1024×1024.
- Oct 18, 2026 · Opinion / analysis · 1 sourceFastH3 and LoRAsBut when I connect the model output to Basic Guide and Basic Scheduler, two nodes model outputs (Model Attention Backend and Model Sparse Attention) lose the connection to the Basic Guider and Basic Scheduler which makes my FastH3... well, not fast.
- Oct 18, 2026 · Opinion / analysis · 1 sourceTrained a Qwen-Image-2.1 LoRA with fewer restrictions and omni posesBeen experimenting with fine-tuning Qwen-Image-2.1 and finally got around to releasing the LoRA.
- Oct 18, 2026 · Opinion / analysis · 1 sourceMOSS-Image comes to FizgigFizgig trains on MOSS-Image Base, the checkpoint OpenMOSS recommend for LoRAs, and previews on MOSS-Image SFT, the one most people generate with.
- Oct 18, 2026 · Model release · 1 sourceSharing my ultimate krea 2 Asian Character LoraUnfortunately I don't have any plan to create any new character krea 2 in near future (since krea 3 is very near to be released as open weights, but I might update the old krea 2 lora to refine the dataset when I see some bad seed/result.
- Oct 17, 2026 · Opinion / analysis · 1 sourceDeepSeek V4.1 Flash 1017 [GGUF + Abliterated]Hi all, as many of you are probably aware DeepSeek V4.1 Flash 1017 was released yesterday.
- Oct 17, 2026 · Opinion / analysis · 1 sourceVertical Banding in MOSS-Image experimentsBeen digging into the vertical banding in MOSS-Image SFT.
- Oct 17, 2026 · Opinion / analysis · 1 sourceMOSS-Image extension for Forge NeoI've been working on a new extension that brings MOSS-Image to Forge Neo.
- Oct 17, 2026 · Opinion / analysis · 1 sourceBlown away by Minimax H3 sometimes. It nailed this one!!!!• The song, made with Suno, lyrics created by Claude.
- Oct 17, 2026 · Opinion / analysis · 1 sourceMOSS-Image LoRA training is now in AcademiaSD LoRAlab Trainer Studio (Base and SFT, under 6 GB VRAM)AcademiaSD LoRAlab Trainer Studio now supports MOSS-Image, the new open text-to-image model (Apache 2.0).
- Oct 17, 2026 · Opinion / analysis · 1 sourceFizgig Lora Isolation - A new process for more powerful LoRAsFizgig LoRA Isolation: train 2 identities into one LoRA and keep everyone else looking like themselves.
- Oct 17, 2026 · Opinion / analysis · 1 sourceMossImage quants & SFT fixI recommend the INT8 as a start. nVidia RTX20x+ & RDNA2 (RX6000)+ are good.
- Oct 16, 2026 · Opinion / analysis · 1 sourceMOSS-Image (5B, Apache 2.0) on a 12 GB RTX 3060: INT8 quant + lodestones' 8-step DMD turbo in ComfyUI - 35 hard prompts, one seed, no cherry-pickingTested the new MOSS-Image (5B single-stream DiT, Qwen3.5-9B text encoder, FLUX.2 VAE, Apache 2.0) on a plain RTX 3060 12 GB / 16 GB RAM with 35 deliberately hard prompts: dense on-image text in English/Chinese/Japanese, accents, exact counts, attribute binding, spatial relations, negation, hands, clocks, very long prompts, and MOSS's Layout JSON.
- Oct 16, 2026 · Open-source release · 1 sourceaxolotl-ai-cloud/axolotl v0.21.0This release is headlined by Reflection's Beam, a 501B-parameter MoE you can QLoRA-tune on a single node.
- Oct 16, 2026 · Research paper · 1 sourceHow Finite-Rank Bottlenecks Shape the Low-Rank Adaptation LandscapeLow-rank adaptation (LoRA) has become the standard method for parameter-efficient fine-tuning of large pretrained models, yet theoretical explanations for why low-rank updates suffice remain incomplete.
- Oct 16, 2026 · Research paper · 1 sourceKingfisher: Fast Personalized Visual Autoregressive Generation via Scale-Aware Prompt-Conditioned Scale DecompositionBased on this insight, we introduce Kingfisher, a model-tuning-free framework that decomposes early residual scale codes into content- and style-related components through prompt-conditioned scale-code subspaces.
- Oct 16, 2026 · Research paper · 1 sourceMAS-Bai: Linguistically Informed Adaptive Multi-Agent Translation for Bowen-Script BaiWe propose MAS-Bai, a linguistically informed adaptive multi-agent framework for Bowen-script Bai-Chinese translation.
- Oct 16, 2026 · Research paper · 1 sourceDICL-Qwen3VL: Decoupled Confidence Calibration for Interpretable Workwear DetectionWe propose DICL-Qwen3VL, a decoupled interpretable VLM that integrates structured workwear detection, evidence generation, and separate visual and reasoning confidence estimates.
- Oct 16, 2026 · Opinion / analysis · 1 sourceKrea2 Realism is back — this time as a full checkpoint! And yes, things got a little wilderI've been working on the next release, and this time it's a full checkpoint: a merge of my custom Realism Checkpoint and V3 LoRA.
- Oct 16, 2026 · Research paper · 1 sourceCompetence-Based Evaluation of Logical Reasoning in Large Language ModelsRecent advances in large language models (LLMs) have brought impressive performance across diverse tasks; however, shortcomings remain in logical reasoning, including inconsistencies under linguistic variation.
- Oct 15, 2026 · Open-source release · 1 sourceComfy-Org/ComfyUI v0.41.0
- Oct 15, 2026 · Research paper · 1 sourceEgoP$^{2}$C: Internalizing Plan-Perceive-Compose for Spatial Reasoning in Egocentric VideoAnswering complex spatial reasoning questions from egocentric video requires determining what evidence is needed, acquiring targeted observations, and combining them through multiple reasoning steps.
- Oct 15, 2026 · Model release · 2 sourcesGranite Switch 4.1: Chat, Decisions, and Speech from One EndpointSpecifically, Granite-Switch-4.1-8B and -30B models are configured to include:
- Oct 15, 2026 · Open-source release · 1 sourceunslothai/unsloth v0.1.908-beta: NVIDIA Nemotron 3.5 + Meta Muse Spark OpenRun NVIDIA's new Nemotron 3.5 models and Meta's new Muse Spark Open locally in Unsloth.
- Oct 15, 2026 · Research paper · 1 sourceDon't Retrain, Remix: Adaptation of Web Agents using Mixture HypernetworksWe give web agents a similar ability with WebMix, a mixture hypernetwork that adapts them to unseen interfaces by composing previously trained low-rank adapters.
- Oct 15, 2026 · Research paper · 1 sourcealkhder at AlexandriaX-2026: Context-Aware English-to-Dialectal Arabic Dialogue Translation with QLoRA-Fine-Tuned NileChat-3BThis paper describes team Alkhder's submission to Subtask 1 of the AlexandriaX-2026 shared task, which asks systems to translate English dialogue turns into thirteen Arabic dialects.