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Unzip

By Skyler @ LimitLess AITechnologyTech News
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  • Thought without systematicity? Evaluating reasoning models on rule induction tasks
    ## Episode Summary
    In this episode, we cover:
    - **Thought without systematicity? Evaluating reasoning models on rule induction tasks** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.13948)
    - **HypoEvolve: Genetic Algorithms Enable Multi-Agent LLMs to Discover Scientific Hypotheses** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.15938v1)
    - **RSIAgent: Autonomous Exploration for Recursive Self-improvement in New Environments** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.15364)
    - **Vulnerability Localization Benchmark: Measuring Agentic Security Analysis at Repository Scale** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.15939v1)
    - **Learning to Solve Hard Problems in RL for LLMs by Never Giving Up** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.13443)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Mind2Dialogue: Training Human-Aware Language Models by Simulating User Mental States
    ## Episode Summary
    In this episode, we cover:
    - **Mind2Dialogue: Training Human-Aware Language Models by Simulating User Mental States** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.15972v1)
    - **Root-Cause Attribution Is a Search Problem: Continual Search for Long-Horizon Agent Failures** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.13463)
    - **The Router Within: Eliciting Native Skill Routing from a Frozen LLM** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.15982v1)
    - **E2A-Bench: Benchmarking Evidence-to-Action Reliability in Financial Chart Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.14302)
    - **Bellman Policy Optimization** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.15987v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Adaptive Bridge: A Proxy-Based Decoupling Layer for Mitigating DDS Backpressure in ROS 2
    ## Episode Summary
    In this episode, we cover:
    - **Adaptive Bridge: A Proxy-Based Decoupling Layer for Mitigating DDS Backpressure in ROS 2** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.15380)
    - **Memory as Plans: World-Action Modeling with Memory-Grounded Planning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.11561)
    - **ActReview: Rebuttal-Guided Training Data and Rubric Rewards for Actionable Peer Review Generation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.09076)
    - **Building Multilingual Bridges: Data Mixing as the Pillar of Generalization for In-Language Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.10445)
    - **DRG-MAPPO: Hierarchical Dynamic Role-Graph Multi-Agent Reinforcement Learning for Cooperative Air Combat** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.11155)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    12 min
  • Studying Image Tokenizers as Visual Languages in Unified Multimodal Models
    ## Episode Summary
    In this episode, we cover:
    - **Studying Image Tokenizers as Visual Languages in Unified Multimodal Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.09143)
    - **IdeaAMBIG: Benchmarking Implementation-Critical Gaps in Research-Idea Specifications** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.10539)
    - **Beyond Solver Verdicts: Generative Reward Models for Autoformalization** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.11085)
    - **MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.10016)
    - **Negative Self-Distillation: Learning to Reason by Avoiding Flaws** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.11699)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States
    ## Episode Summary
    In this episode, we cover:
    - **Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.10060)
    - **SchemeArena: Factorized Stress Testing of Scheming in LLM Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.08126)
    - **PlannerForge: LLM Agents for Scenario-Based Testing of Motion Planners in Autonomous Driving** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.08965)
    - **A Three-Layer Caching Architecture for Low-Latency LLM Web Search on Commodity CPU Hardware** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.05463)
    - **SWE-Bench Pro Verified: A Reliable Benchmark for Software Engineering Agents** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.08149)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation
    ## Episode Summary
    In this episode, we cover:
    - **Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.08084)
    - **NOAH: Learning the Full Patient Journey. A Longitudinal Multimodal Time-Aware Model for Representation and Forecasting** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.09140)
    - **RenderFormer-V2: Neural Rendering with Heterogeneous Scene Primitives** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.05738)
    - **Counter-Swarm Doctrine: Containing Coordinated Agent Intrusions** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.06140)
    - **Graph Machine: Towards Better Pretraining via Edges** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.02881)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    18 min
  • Dr. Claw: An AI Scientist Workspace for Vibe Research
    ## Episode Summary
    In this episode, we cover:
    - **Dr. Claw: An AI Scientist Workspace for Vibe Research** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.00365)
    - **Molecular Déjà Vu: Digit-Level Retrieval of Published Values in Frontier Language Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.05381v1)
    - **Necessary or Sufficient? Evaluating LLM Explanations With Behavioural Evidence** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.05385v1)
    - **FlowBalance: Verifier-Grounded Self-Improvement from On-Policy Reasoning Experience** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03241)
    - **Unfold The World: Factorize 4D Properties in Reinforcing Spatial Reasoning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03729)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    0 min
  • The Attention Triangle in Audio-Video Models
    ## Episode Summary
    In this episode, we cover:
    - **The Attention Triangle in Audio-Video Models** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03586)
    - **τ^τ-Bench: An Environment for End-To-End, Realistic Agent Construction** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04611)
    - **Enoki: Efficient Multi-Level Hallucination Detection** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.00581)
    - **HarvestBench: Measuring Whether LLM Agents Will Pay to Avoid Killing Animals** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04444)
    - **ShallowStream: Index Shallow then Answer Deep for Streaming Video Understanding** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.02780)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    12 min
  • Percolation Dynamics in Optimization : Variance Cascades and Discrete Scale Invariance
    ## Episode Summary
    In this episode, we cover:
    - **Percolation Dynamics in Optimization : Variance Cascades and Discrete Scale Invariance** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.02373)
    - **QCell: Recombining and Aligning Cell Queries for Overlapping Instance Segmentation** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.29253)
    - **Locked at the Entrance, Open Inside: Where RLVR Narrows the Solution Space** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2608.29188)
    - **PACE: Towards Surfacing Hidden Conflicts in User Requests** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03293)
    - **Principia: Relational Physics Tests for Video Models** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.04200v1)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    16 min
  • DRACO: Fine-Grained Credit Assignment with Dynamic Rubrics for Long-Horizon Agent Training
    ## Episode Summary
    In this episode, we cover:
    - **DRACO: Fine-Grained Credit Assignment with Dynamic Rubrics for Long-Horizon Agent Training** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04094)
    - **A Case Study on Emergent Cheating and Whistleblowing in Autonomous Research Swarms** (arXiv)
    - [Read more](http://arxiv.org/abs/2609.04170v1)
    - **Select, Compress, Reinvest: A Controlled Study of Visual-Token Allocation in Long-Video MLLMs** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03820)
    - **Compile by Training: Turning Natural-Language Specifications into Local Neural Functions** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.04199)
    - **RoboTok: An Internet-Scale Data Engine for Human Demonstration Retrieval and Dexterous Manipulation Learning** (Hugging Face Daily)
    - [Read more](https://huggingface.co/papers/2609.03199)
    ---
    *Sponsored by Ada, Ago Consulting, and Zen Semiconductor*
    14 min

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