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Skyler @ LimitLess AI

Your guide to the latest AI and machine learning research. We unpack complex papers into actionable insights for practitioners and enthusiasts alike.

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Episodes

222 episodes

  1. Metacognitive Decoding: Efficient Inference for Diffusion Language Agents
  2. h1: A Taste of the Bitter Lesson in Automated Theorem Proving
  3. Reva: Real-Time Vulnerability Detection through Contextual Probing of Large Language Models
  4. Kolab: Benchmarking Human-Agent Collaboration in Long-Horizon Workflows
  5. Direct Pass@$k$ Optimization for Thought Pruning: Balancing Quality and Diversity in Test-Time Reasoning
  6. The LLM-Attacker: A Unified Red-Team Framework for Privacy Evaluation of Split and Distributed LLM Systems
  7. IF-MAP: Influence-Function-Inspired Agent Prioritization in Multi-Agent Systems
  8. ToM2Vec: Continuous Theory-of-Mind Tokens for Multi-Agent Coordination
  9. Training the Whole Agent, Not Just the Model
  10. Competence-Based Evaluation of Logical Reasoning in Large Language Models
  11. Lean4AgenticRL: Advancing Agentic RL with Verifiable Multi-level Process Rewards
  12. OmniVerifier-C1: Decomposed Graded Verifier for Rule-Governed Generative World Modeling
  13. 3DCodeVerse: Exploring 3D Worlds as Code
  14. Scalable Weak-to-Strong Verifier Hardening for Agent Environments
  15. Lluna: Collaborative Unimodal Models for Missing-Modality Inference
  16. Visual Tokens on Demand: Visual Budgeting for Scalable and Efficient Multi-Image Reasoning in Multimodal LLMs
  17. When VLMs Destroy What They Know: Spatial Representations Fall Below Lexical Priors
  18. Can machines reason non-verbally?
  19. Behavioral Persistence and Incomplete Functional Transfer of Co-evolved Communication in Evolutionary Robotics
  20. Pumpire: Unified Benchmark for Metric Distance Estimation
  21. OmniCapBench: A Deep-Structured Evaluation Framework for Fine-Grained Audio-Visual Captioning
  22. Iris-3B: Going Beyond the Latent with Pixel-Space Diffusion Training, Conversion and Fine-Tuning
  23. DeCoPrune: Efficient KV-Cache Pruning for Autoregressive Video Diffusion via Denoising Consistency
  24. Beyond Semantic Similarity: Performance and Costs of Agentic Retrieval for Complex Tasks
  25. 4DCodeBench: Benchmarking Agents on Inverse Graphics of Dynamic Scenes
  26. SemanTok: Predictable Semantic Tokens for Efficient Autoregressive Video Generation
  27. Transformers Stop Thinking Too Early, and a Tiny LoRA Fixes It
  28. Decoding Looped Transformers Better for (Almost) Free
  29. Prompted Identity Degrades Cooperation in Multi-Agent LLM Systems
  30. Periodic Weak Spots: Phase Sensitivity from Chunked KV-Cache Compression
  31. Scaling Long-Form Story Generation via Narrative State Tracking
  32. IndicBankBench: Evaluating Safety and Reliability of Language Model Assistants in Indian Retail Banking
  33. Your Transformer Can Hold Two Thoughts at Once: Evidence of Linear Superposition in LLMs
  34. Neural Spectral Capacity: Measuring and Designing Architectures from Network Specification Alone
  35. RGBD20K: A Large-Scale Benchmark for RGB-D Semantic Segmentation
  36. FAMOS: Feed-Forward 3D Articulation Modeling from Sparse Observations
  37. Self-Evolving Search Index
  38. Rethinking Critic Learning in PPO: Understanding and Mitigating Value Flattening
  39. The Last AI Built by Humans: Toward Genuine Recursive Self-Improvement
  40. Thought without systematicity? Evaluating reasoning models on rule induction tasks
  41. Mind2Dialogue: Training Human-Aware Language Models by Simulating User Mental States
  42. Adaptive Bridge: A Proxy-Based Decoupling Layer for Mitigating DDS Backpressure in ROS 2
  43. Studying Image Tokenizers as Visual Languages in Unified Multimodal Models
  44. Reference-Based Bias Detection in LLMs via Relative Representations of Hidden States
  45. Marigold V2: Revisiting Diffusion Transformers for Monocular Depth Estimation
  46. Dr. Claw: An AI Scientist Workspace for Vibe Research
  47. The Attention Triangle in Audio-Video Models
  48. Percolation Dynamics in Optimization : Variance Cascades and Discrete Scale Invariance
  49. DRACO: Fine-Grained Credit Assignment with Dynamic Rubrics for Long-Horizon Agent Training
  50. Beyond Retrieval: Progressive Latent Memory Evolution for Streaming Video Understanding