Value-Based Deep RL Scales Predictably (arxiv.org)

Screenshot of arxiv.org: Value-Based Deep RL Scales Predictably

First screen, captured 1 year ago.

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Screenshot of arxiv.org: LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics

LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics (arxiv.org)

61 points by nothrowaways 11 months ago | 14 comments

Screenshot of arxiv.org: Absolute Zero: Reinforced Self-Play Reasoning with Zero Data

Absolute Zero: Reinforced Self-Play Reasoning with Zero Data (arxiv.org)

63 points by leodriesch 1 year ago | 15 comments

Screenshot of arxiv.org: Scaling Data-Constrained Language Models

Scaling Data-Constrained Language Models (arxiv.org)

44 points by ijk 3 years ago | 5 comments

Screenshot of arxiv.org: DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via RL

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via RL (arxiv.org)

1116 points by gradus_ad 1 year ago | 932 comments

arXiv abstract page for the DeepSeek-AI paper introducing DeepSeek-R1, which uses reinforcement learning to improve reasoning in large language models.

deepseek-r1 deepseek reinforcement-learning llm-reasoning

Screenshot of arxiv.org: KV Cache Compression 900000x Beyond TurboQuant and Per-Vector Shannon Limit

KV Cache Compression 900000x Beyond TurboQuant and Per-Vector Shannon Limit (arxiv.org)

40 points by EGreg 6 months ago | 11 comments

Screenshot of arxiv.org: SplitQuantV2: Enhancing Low-Bit Quantization of LLMs Without GPUs

SplitQuantV2: Enhancing Low-Bit Quantization of LLMs Without GPUs (arxiv.org)

25 points by PaulHoule 1 year ago | 5 comments

Looks similar

LeJEPA: Provable and Scalable Self-Supervised Learning Without the Heuristics(arxiv.org)

Absolute Zero: Reinforced Self-Play Reasoning with Zero Data(arxiv.org)

Scaling Data-Constrained Language Models(arxiv.org)

DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via RL(arxiv.org)

KV Cache Compression 900000x Beyond TurboQuant and Per-Vector Shannon Limit(arxiv.org)

SplitQuantV2: Enhancing Low-Bit Quantization of LLMs Without GPUs(arxiv.org)