200$ to 20k$ SOL Challenge!

As promised, i will do another challenge for those who missed the previous one!

Last one we completed in 6 days, let’s do this one even quicker!

Join my free group Before closing 👇
https://news.1rj.ru/str/+DAKLP7eUy9Y3ZjY0

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✨AutoMV: An Automatic Multi-Agent System for Music Video Generation

📝 Summary:
AutoMV, a multi-agent system, generates coherent full-length music videos directly from songs. It processes music attributes for agents to noscript and generate scenes, ensuring consistency. AutoMV outperforms existing methods, nearing professional MV quality.

🔹 Publication Date: Published on Dec 13

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.12196v1
• PDF: https://arxiv.org/pdf/2512.12196
• Project Page: https://github.com/multimodal-art-projection/AutoMV
• Github: https://github.com/multimodal-art-projection/AutoMV

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✨I-Scene: 3D Instance Models are Implicit Generalizable Spatial Learners

📝 Summary:
A pre-trained 3D instance generator is reprogrammed to learn spatial understanding directly from geometric cues. This enables generalization to new layouts, showing it is an implicit spatial learner, pointing to foundation models for 3D scene generation.

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13683
• PDF: https://arxiv.org/pdf/2512.13683

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✨VersatileFFN: Achieving Parameter Efficiency in LLMs via Adaptive Wide-and-Deep Reuse

📝 Summary:
The rapid scaling of Large Language Models (LLMs) has achieved remarkable performance, but it also leads to prohibitive memory costs. Existing parameter-efficient approaches such as pruning and quanti...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14531
• PDF: https://arxiv.org/pdf/2512.14531
• Github: https://github.com/huawei-noah/noah-research/tree/master/VersatileFFN

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✨Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling

📝 Summary:
Scone integrates composition and distinction in image generation by using a two-stage training scheme with semantic alignment and attention-based masking, outperforming existing models on benchmarks. ...

🔹 Publication Date: Published on Dec 14

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.12675
• PDF: https://arxiv.org/pdf/2512.12675
• Github: https://github.com/Ryann-Ran/Scone

🔹 Models citing this paper:
• https://huggingface.co/Ryann829/Scone

✨ Datasets citing this paper:
• https://huggingface.co/datasets/Ryann829/Scone-S2I-57K
• https://huggingface.co/datasets/Ryann829/SconeEval

==================================

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✨WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling

📝 Summary:
WorldPlay is a streaming video diffusion model that achieves real-time, interactive world modeling with long-term geometric consistency by using a Dual Action Representation, Reconstituted Context Mem...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14614
• PDF: https://arxiv.org/pdf/2512.14614
• Project Page: https://3d-models.hunyuan.tencent.com/world/

==================================

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✨Olmo 3

📝 Summary:
Olmo 3, a family of state-of-the-art fully-open language models at 7B and 32B parameter scales, excels in long-context reasoning, function calling, coding, instruction following, general chat, and kno...

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13961
• PDF: https://arxiv.org/pdf/2512.13961
• Project Page: https://playground.allenai.org/

==================================

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✨Feedforward 3D Editing via Text-Steerable Image-to-3D

📝 Summary:
Steer3D enables text-based editing of AI-generated 3D assets by adapting ControlNet for image-to-3D generation with flow-matching training and Direct Preference Optimization. AI-generated summary Rece...

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13678
• PDF: https://arxiv.org/pdf/2512.13678
• Project Page: https://glab-caltech.github.io/steer3d/
• Github: https://glab-caltech.github.io/steer3d/#demo

🔹 Models citing this paper:
• https://huggingface.co/ziqima/Steer3D

✨ Datasets citing this paper:
• https://huggingface.co/datasets/ziqima/Steer3D-Data
• https://huggingface.co/datasets/ziqima/Edit3D-Bench

==================================

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✨MMGR: Multi-Modal Generative Reasoning

📝 Summary:
MMGR is a new benchmark assessing video and image model reasoning across physical, logical, and spatial domains. It uncovers major performance gaps, showing models struggle with abstract reasoning and planning, often prioritizing visual plausibility over true causal correctness.

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14691
• PDF: https://arxiv.org/pdf/2512.14691

==================================

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✨RoboTracer: Mastering Spatial Trace with Reasoning in Vision-Language Models for Robotics

📝 Summary:
RoboTracer, a 3D-aware visual language model, enhances spatial tracing by combining supervised and reinforcement fine-tuning with a universal spatial encoder and regression-supervised decoder, achievi...

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13660
• PDF: https://arxiv.org/pdf/2512.13660
• Project Page: https://zhoues.github.io/RoboTracer/
• Github: https://zhoues.github.io/RoboTracer/

==================================

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✨RecGPT-V2 Technical Report

📝 Summary:
RecGPT-V2 enhances recommender systems by integrating a Hierarchical Multi-Agent System, Hybrid Representation Inference, Meta-Prompting, constrained reinforcement learning, and an Agent-as-a-Judge fr...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14503
• PDF: https://arxiv.org/pdf/2512.14503

==================================

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✨MemFlow: Flowing Adaptive Memory for Consistent and Efficient Long Video Narratives

📝 Summary:
MemFlow dynamically updates a memory bank by retrieving relevant historical frames for each video chunk, ensuring narrative coherence and generation efficiency with minimal computational overhead. AI-...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14699
• PDF: https://arxiv.org/pdf/2512.14699

==================================

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✨A4-Agent: An Agentic Framework for Zero-Shot Affordance Reasoning

📝 Summary:
A4-Agent, a training-free framework, decouples affordance prediction into three stages using specialized pre-trained models to enhance generalization and performance in real-world settings. AI-generat...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14442
• PDF: https://arxiv.org/pdf/2512.14442
• Project Page: https://zixinzhang02.github.io/A4-Agent-page/
• Github: https://zixinzhang02.github.io/A4-Agent-page/

==================================

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✨Efficient-DLM: From Autoregressive to Diffusion Language Models, and Beyond in Speed

📝 Summary:
AR-to-dLM conversion enhances diffusion language models' efficiency and speed while maintaining task accuracy through refined attention patterns and token masking strategies. AI-generated summary Diff...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14067
• PDF: https://arxiv.org/pdf/2512.14067

==================================

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✨Comparative Analysis of LLM Abliteration Methods: A Cross-Architecture Evaluation

📝 Summary:
Four abliteration tools are evaluated for their effectiveness in removing refusal representations from large language models, with findings showing variability in capability preservation and distribut...

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13655
• PDF: https://arxiv.org/pdf/2512.13655

==================================

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✨WorldPlay: Towards Long-Term Geometric Consistency for Real-Time Interactive World Modeling

📝 Summary:
WorldPlay is a streaming video diffusion model that achieves real-time, interactive world modeling with long-term geometric consistency by using a Dual Action Representation, Reconstituted Context Mem...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14614
• PDF: https://arxiv.org/pdf/2512.14614
• Project Page: https://3d-models.hunyuan.tencent.com/world/

==================================

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✨ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement

📝 Summary:
ShowTable is a new pipeline that combines MLLMs and diffusion models to generate high-fidelity, creative infographics from data tables. It excels in multi-modal reasoning, generation, and error correction, outperforming existing methods for complex table visualization tasks.

🔹 Publication Date: Published on Dec 15

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.13303
• PDF: https://arxiv.org/pdf/2512.13303

==================================

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✨SS4D: Native 4D Generative Model via Structured Spacetime Latents

📝 Summary:
SS4D synthesizes dynamic 3D objects from monocular video using a native 4D generative model with structured spacetime latents, ensuring high fidelity, temporal coherence, and structural consistency. A...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14284
• PDF: https://arxiv.org/pdf/2512.14284
• Project Page: https://lizb6626.github.io/SS4D/
• Github: https://github.com/Lizb6626/SS4D/

==================================

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✨RePo: Language Models with Context Re-Positioning

📝 Summary:
RePo, a novel context re-positioning mechanism in LLMs, reduces extraneous cognitive load by differentiably assigning token positions, enhancing performance on noisy and long contexts without compromi...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14391
• PDF: https://arxiv.org/pdf/2512.14391

🔹 Models citing this paper:
• https://huggingface.co/SakanaAI/RePo-OLMo2-1B-stage2-L5

==================================

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✨Sparse-LaViDa: Sparse Multimodal Discrete Diffusion Language Models

📝 Summary:
Sparse-LaViDa accelerates Masked Discrete Diffusion Models by dynamically truncating masked tokens during inference, maintaining quality and achieving up to a 2x speedup across various tasks. AI-gener...

🔹 Publication Date: Published on Dec 16

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2512.14008
• PDF: https://arxiv.org/pdf/2512.14008

==================================

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