Unzip

Unzip

By Skyler @ LimitLess AITechnologyTech News
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Unzip episodes

  • Metacognition in LLMs: Foundations, Progress, and Opportunities
    ## Episode Summary
    In this episode, we cover:
    - **Metacognition in LLMs: Foundations, Progress, and Opportunities** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.11881)
    - **4D Human-Scene Reconstruction from Low-Overlap Captures** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.09125)
    - **Inside the Unfair Judge: A Mechanistic Interpretability Account of LLM-as-Judge Bias** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.11871v1)
    - **Beyond the Single Camera: Agentic Multi-View Reasoning in Sports Video Understanding** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.11844v1)
    - **ABot-AgentOS: A General Robotic Agent OS with Lifelong Multi-modal Memory** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.10350)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models
    ## Episode Summary
    In this episode, we cover:
    - **MedPMC: A Systematic Framework for Scaling High-Fidelity Medical Multimodal Data for Foundation Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.07673)
    - **Evolution of Accuracy and Visual-Cognitive Errors in a Decade of Vision-Language AI Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.09654v1)
    - **LLM for EDA in Front-End Design: Challenges and Opportunities** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.09616v1)
    - **Long-Horizon-Terminal-Bench: Testing the Limits of Agents on Long-Horizon Terminal Tasks with Dense Reward-Based Grading** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08964)
    - **KronQ: LLM Quantization via Kronecker-Factored Hessian** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.07964)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • Linear Attention Architectures: Mechanisms, Trade-offs, and Cross-Layer Routing
    ## Episode Summary
    In this episode, we cover:
    - **Linear Attention Architectures: Mechanisms, Trade-offs, and Cross-Layer Routing** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.07953)
    - **OpenCoF: Learning to Reason Through Video Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08763v1)
    - **Super Weights in LLMs and the Failure of Selective Training** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08733v1)
    - **CineMobile: On-Device Image-to-Video Diffusion for Cinematic Camera Motion Generation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.03803)
    - **The Illusion of Equivalency: Statistical Characterization of Quantization Effects in LLMs** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08734v1)
    ---
    *Sponsored by LimitLess AI*
    11 min
  • DrugGen 2: A disease-aware language model for enhancing drug discovery
    ## Episode Summary
    In this episode, we cover:
    - **DrugGen 2: A disease-aware language model for enhancing drug discovery** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08404)
    - **UniClawBench: A Universal Benchmark for Proactive Agents on Real-World Tasks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08768)
    - **Can Dialects Be Steered Like Languages? Sparse Neurons and Distributed Directions in Arabic LLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.03936)
    - **OPSD-V: On-Policy Self-Distillation for Post-Training Few-Step Autoregressive Video Generators** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08766v1)
    - **Ideas Have Genomes: Benchmarking Scientific Lineage Reasoning and Lineage-Grounded Idea Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08758v1)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models
    ## Episode Summary
    In this episode, we cover:
    - **LongE2V: Long-Horizon Event-based Video Reconstruction, Prediction, and Frame Interpolation with Video Diffusion Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08770)
    - **Enhancing In-context Panoramic Generation via Geometric-aware Pretraining** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08765)
    - **Remember When It Matters: Proactive Memory Agent for Long-Horizon Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.08716)
    - **AUTOPILOT VQA: Benchmarking Vision-Language Models for Incident-Centric Dashcam Understanding** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.08745v1)
    - **Video-Oasis: Rethinking Evaluation of Video Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2603.29616)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • RoboTALES: Learning Reasoning-Guided Robot Policies via Task-Aligned Simulated Futures
    ## Episode Summary
    In this episode, we cover:
    - **RoboTALES: Learning Reasoning-Guided Robot Policies via Task-Aligned Simulated Futures** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.06018)
    - **TESSERA v2: Scaling Pixel-wise Earth Foundation Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.03949)
    - **Institutional Red-Teaming: Deployment Rules, Not Just Models, Causally Shape Multi-Agent AI Safety** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.07695v1)
    - **AgentLens: Production-Assessed Trajectory Reviews for Coding Agent Evaluation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.06624)
    - **Wake up for Touch! Mask-isolated Tactile Alignment Learning in MLLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.00302)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • FreqDepthKV: Frequency-Guided Depth Sharing for Robust KV Cache Compression in Long-Context LLM Inference
    ## Episode Summary
    In this episode, we cover:
    - **FreqDepthKV: Frequency-Guided Depth Sharing for Robust KV Cache Compression in Long-Context LLM Inference** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.06519v1)
    - **RSF-GLLM: Bridging the Semantic Gap in Multi-Hop Knowledge Graph QA via Recurrent Soft-Flow and Decoupled LLM Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.06527v1)
    - **CanvasAgent: Enabling Complex Image Creation and Editing via Visual Tool Orchestration** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.05465)
    - **CAIRN: Cross-Room 3D Scene Understanding with Topology-Aware Large Multimodal Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.06534v1)
    - **LLM-as-a-Tutor: Policy-Aware Prompt Adaptation for Non-Verifiable RL** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.04412)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • Unified Audio Intelligence Without Regressing on Text Intelligence
    ## Episode Summary
    In this episode, we cover:
    - **Unified Audio Intelligence Without Regressing on Text Intelligence** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.05196)
    - **SeKV: Resolution-Adaptive KV Cache with Hierarchical Semantic Memory for Long-Context LLM Inference** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.31145)
    - **Learning to Trigger: Reinforcement Learning at the Large Hadron Collider** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.23993)
    - **LLM-as-a-Verifier: A General-Purpose Verification Framework** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.05391v1)
    - **GaP: A Graph-as-Policy Multi-Agent Self-Learning Harness For Variational Automation Tasks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.05369)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon
    ## Episode Summary
    In this episode, we cover:
    - **VLA-Corrector: Lightweight Detect-and-Correct Inference for Adaptive Action Horizon** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.01804)
    - **MultAttnAttrib: Training-Free Multimodal Attribution in Long Document Question Answering** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.01420)
    - **Teaching LLMs to Recommend and Defer in Underrepresented Epilepsy Care** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2606.31036)
    - **Alignment Is All You Need For X-to-4D Generation** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.02516v1)
    - **What LLM Agents Say When No One Is Watching: Social Structure and Latent Objective Emergence in Multi-Agent Debates** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.02507v1)
    ---
    *Sponsored by LimitLess AI*
    0 min
  • Visually Grounded Self-Reflection for Vision-Language Models via Reinforcement Learning
    ## Episode Summary
    In this episode, we cover:
    - **Visually Grounded Self-Reflection for Vision-Language Models via Reinforcement Learning** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.02490v1)
    - **Discrete Diffusion Language Models for Interactive Radiology Report Drafting** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.01436)
    - **ReContext: Recursive Evidence Replay as LLM Harness for Long-Context Reasoning** (arXiv)
    - [Read more](http://arxiv.org/abs/2607.02509v1)
    - **From SRA to Self-Flow: Data Augmentation or Self-Supervision?** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.02508)
    - **AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2607.02271)
    ---
    *Sponsored by LimitLess AI*
    0 min

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