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Arxiv Papers

Running out of time to catch up with new arXiv papers? We take the most impactful papers and present them as convenient podcasts. If you're a visual learner, we offer these papers in an engaging video format. Our service fills the gap between overly brief paper summaries and time-consuming full paper reads. You gain academic insights in a time-efficient, digestible format. Code behind this work: https://github.com/imelnyk/ArxivPapers

[QA] On the Theoretical Limitations of Embedding-Based Retrieval

8 mins; September 01, 2025

On the Theoretical Limitations of Embedding-Based Retrieval

23 mins; September 01, 2025

[QA] Beyond GPT-5: Making LLMs Cheaper and Better via Performance–Efficiency Optimized Routing

7 mins; August 22, 2025

Beyond GPT-5: Making LLMs Cheaper and Better via Performance–Efficiency Optimized Routing

9 mins; August 22, 2025

[QA] Measuring the environmental impact of delivering AI at Google Scale

8 mins; August 22, 2025

Measuring the environmental impact of delivering AI at Google Scale

22 mins; August 22, 2025

[QA] Deep Think with Confidence

7 mins; August 21, 2025

Deep Think with Confidence

18 mins; August 21, 2025

[QA] Intern-S1: A Scientific Multimodal Foundation Model

8 mins; August 21, 2025

Intern-S1: A Scientific Multimodal Foundation Model

49 mins; August 21, 2025

[QA] Search-Time Data Contamination

7 mins; August 19, 2025

Search-Time Data Contamination

19 mins; August 19, 2025

[QA] Thyme: Think Beyond Images

7 mins; August 18, 2025

Thyme: Think Beyond Images

25 mins; August 18, 2025

[QA] SSRL: Self-Search Reinforcement Learning

7 mins; August 18, 2025

SSRL: Self-Search Reinforcement Learning

32 mins; August 18, 2025

[QA] Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs

7 mins; August 13, 2025

Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs

31 mins; August 13, 2025

[QA] Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL

7 mins; August 13, 2025

Beyond Ten Turns: Unlocking Long-Horizon Agentic Search with Large-Scale Asynchronous RL

28 mins; August 13, 2025

[QA] Part 1: Tricks or Traps? A Deep Dive into RL for LLM Reasoning

7 mins; August 12, 2025

Part 1: Tricks or Traps? A Deep Dive into RL for LLM Reasoning

25 mins; August 12, 2025

[QA] MolmoAct: Action Reasoning Models that can Reason in Space

7 mins; August 12, 2025

MolmoAct: Action Reasoning Models that can Reason in Space

36 mins; August 12, 2025

[QA] On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

7 mins; August 08, 2025

On the Generalization of SFT: A Reinforcement Learning Perspective with Reward Rectification

21 mins; August 08, 2025

[QA] R-Zero: Self-Evolving Reasoning LLM from Zero Data

7 mins; August 08, 2025

R-Zero: Self-Evolving Reasoning LLM from Zero Data

22 mins; August 08, 2025

[QA] Live Music Models

7 mins; August 07, 2025

Live Music Models

14 mins; August 07, 2025

[QA] Causal Reflection with Language Models

7 mins; August 07, 2025

Causal Reflection with Language Models

18 mins; August 07, 2025

[QA] SOTOPIA-RL: Reward Design for Social Intelligence

8 mins; August 06, 2025

SOTOPIA-RL: Reward Design for Social Intelligence

16 mins; August 06, 2025

[QA] Agent Lightning: Train ANY AI Agents with Reinforcement Learning

7 mins; August 06, 2025

Agent Lightning: Train ANY AI Agents with Reinforcement Learning

42 mins; August 06, 2025

[QA] Self-Questioning Language Models

7 mins; August 05, 2025

Self-Questioning Language Models

15 mins; August 05, 2025

[QA] Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

8 mins; August 05, 2025

Is Chain-of-Thought Reasoning of LLMs a Mirage? A Data Distribution Lens

24 mins; August 05, 2025

[QA] Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search

7 mins; August 04, 2025

Fast and scalable retrosynthetic planning with a transformer neural network and speculative beam search

13 mins; August 04, 2025

[QA] Embryology of a Language Model

7 mins; August 04, 2025

Embryology of a Language Model

18 mins; August 04, 2025

[QA] Beyond Fixed: Variable-Length Denoising for Diffusion Large Language Models

7 mins; August 04, 2025

Beyond Fixed: Variable-Length Denoising for Diffusion Large Language Models

17 mins; August 04, 2025

[QA] CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks

7 mins; August 03, 2025

CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks

19 mins; August 03, 2025

[QA] Meta CLIP 2: A Worldwide Scaling Recipe

8 mins; August 03, 2025

Meta CLIP 2: A Worldwide Scaling Recipe

20 mins; August 03, 2025

[QA] Advancing Event Forecasting through Massive Training of Large Language Models: Challenges, Solutions, and Broader Impacts

9 mins; July 28, 2025

Advancing Event Forecasting through Massive Training of Large Language Models: Challenges, Solutions, and Broader Impacts

57 mins; July 28, 2025

[QA] AlphaGo Moment for Model Architecture Discovery

7 mins; July 27, 2025

AlphaGo Moment for Model Architecture Discovery

23 mins; July 27, 2025

[QA] Learning without training: The implicit dynamics of in-context learning

8 mins; July 27, 2025

Learning without training: The implicit dynamics of in-context learning

13 mins; July 27, 2025

[QA] NABLA: Neighborhood Adaptive Block-Level Attention

7 mins; July 26, 2025

NABLA: Neighborhood Adaptive Block-Level Attention

12 mins; July 26, 2025

[QA] Checklists Are Better Than Reward Models For Aligning Language Models

5 mins; July 26, 2025

Checklists Are Better Than Reward Models For Aligning Language Models

13 mins; July 26, 2025

[QA] Beyond Binary Rewards: Training LMs to Reason about Their Uncertainty

7 mins; July 24, 2025

Beyond Binary Rewards: Training LMs to Reason about Their Uncertainty

15 mins; July 24, 2025

[QA] Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

7 mins; July 24, 2025

Rubrics as Rewards: Reinforcement Learning Beyond Verifiable Domains

12 mins; July 24, 2025

[QA] Does More Inference-Time Compute Really Help Robustness?

7 mins; July 23, 2025

Does More Inference-Time Compute Really Help Robustness?

20 mins; July 23, 2025

[QA] Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

7 mins; July 23, 2025

Beyond Context Limits: Subconscious Threads for Long-Horizon Reasoning

25 mins; July 23, 2025

[QA] Inverse Scaling in Test-Time Compute

7 mins; July 22, 2025

Inverse Scaling in Test-Time Compute

20 mins; July 22, 2025

[QA] The Invisible Leash: Why RLVR May Not Escape Its Origin

8 mins; July 22, 2025

The Invisible Leash: Why RLVR May Not Escape Its Origin

21 mins; July 22, 2025

[QA] Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination

8 mins; July 22, 2025

Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination

22 mins; July 22, 2025

[QA] Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation

7 mins; July 22, 2025

Mixture-of-Recursions: Learning Dynamic Recursive Depths for Adaptive Token-Level Computation

27 mins; July 22, 2025

[QA] AGENTSNET: Coordination and Collaborative Reasoning in Multi-Agent LLMs

7 mins; July 13, 2025

AGENTSNET: Coordination and Collaborative Reasoning in Multi-Agent LLMs

19 mins; July 13, 2025

[QA] One Token to Fool LLM-as-a-Judge

7 mins; July 13, 2025

One Token to Fool LLM-as-a-Judge

17 mins; July 13, 2025

[QA] Should We Still Pretrain Encoders with Masked Language Modeling?

8 mins; July 12, 2025

Should We Still Pretrain Encoders with Masked Language Modeling?

16 mins; July 12, 2025

[QA] Token Bottleneck: One Token to Remember Dynamics

7 mins; July 12, 2025

Token Bottleneck: One Token to Remember Dynamics

16 mins; July 12, 2025

[QA] A Systematic Analysis of Hybrid Linear Attention

7 mins; July 11, 2025

A Systematic Analysis of Hybrid Linear Attention

15 mins; July 11, 2025

[QA] First Return, Entropy-Eliciting Explore

7 mins; July 11, 2025

First Return, Entropy-Eliciting Explore

21 mins; July 11, 2025

[QA] Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs

8 mins; July 11, 2025

Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs

15 mins; July 11, 2025

[QA] Scaling RL to Long Videos

8 mins; July 11, 2025

Scaling RL to Long Videos

15 mins; July 11, 2025

[QA] Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving

8 mins; July 09, 2025

Towards Solving More Challenging IMO Problems via Decoupled Reasoning and Proving

21 mins; July 09, 2025

[QA] Small Batch Size Training for Language Models: When Vanilla SGD Works, and Why Gradient Accumulation Is Wasteful

7 mins; July 09, 2025

Small Batch Size Training for Language Models: When Vanilla SGD Works, and Why Gradient Accumulation Is Wasteful

18 mins; July 09, 2025

[QA] The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation

7 mins; July 09, 2025

The Landscape of Memorization in LLMs: Mechanisms, Measurement, and Mitigation

23 mins; July 09, 2025

[QA] Differential Mamba

7 mins; July 09, 2025

Differential Mamba

18 mins; July 09, 2025

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