citations
When Pith reviews a paper, every reference becomes its own page. Works cited by many reviewed papers bubble up as foundational candidates for the next Recognition Review. The graph below is the live result.
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The most-cited unreviewed papers in Pith's corpus. A live queue for future review.
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Open any reviewed paper in the home feed to see its bibliography graph.
foundational works · sample
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Proximal Policy Optimization Algorithms
A clipped surrogate objective L^CLIP = E[min(r_t A_t, clip(r_t, 1-ε, 1+ε) A_t)] enables multi-epoch minibatch policy updates with TRPO-like stability but first-order optimization.
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Adam: A Method for Stochastic Optimization
A first-order stochastic optimizer that maintains bias-corrected exponential moving averages of the gradient and its square, dividing the former by the square root of the latter to set per-parameter step sizes.
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
- Training Verifiers to Solve Math Word Problems
- Evaluating Large Language Models Trained on Code
- Decoupled Weight Decay Regularization
- LLaMA: Open and Efficient Foundation Language Models
- An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
- Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities