Yinlin Deng

3 papers · 2024–2024 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (10) 👑 Triple Crown ❓ The Questioner

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Venues

ICLR (1) ICML (1) NeurIPS (1)

Top co-authors

Pengcheng Yin (2) Kensen Shi (2) Charles Sutton (2) Miltiadis Allamanis (1) Manzil Zaheer (1) Joey Hong (1) Zhezhen Cao (1) Ansong Ni (1) LINGMING ZHANG (1) Chunqiu Steven Xia (1)

Research topics

Artificial Intelligence (3) Core AI (3) Deep Learning (2) Machine Learning (1) Natural Language Processing (1) Learning Types · Machine Learning (1) Learning Types · Deep Learning (1) Models (1) Optimization & Theory (1) Resources & Methods (1)

Keywords

large language model (2) code generation (1) program synthesis (1) compositional generalization (1) programming by example (1) program repair (1) execution trace (1) semantic understanding (1) application programming interface (1) data science (1) self training (1) api constraint (1) numerical constraint (1) numeric constraint (1) data science library (1) api parameter (1) few-shot learning (1) chain-of-thoughts (1)

Papers

Can LLMs Implicitly Learn Numeric Parameter Constraints in Data Science APIs? NeurIPS 2024 ExeDec: Execution Decomposition for Compositional Generalization in Neural Program Synthesis ICLR 2024 NExT: Teaching Large Language Models to Reason about Code Execution ICML 2024