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Naman Garg

Naman Garg has 2 papers in our library, in 2024, most of them on Reasoning; often with Aviral Kumar, Chelsea Finn, Rafael Rafailov.

2 papers in our library · 2024

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📄 2 works in our library · 🔗 Cited 117 times in our library · ⭐ Paper Stars ranking: #7210

The profile is the library's match of the name; two people with one name are not always told apart.

Elsewhere: Google Scholar · Semantic Scholar · dblp · ACL Anthology

 Fields, topics and concepts

Of its works in our library, with the number of works on each.

📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArtificial Intelligence · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 workInformation Systems · 1 work

🧭 Topics 1Research subjects and languages the work is about.Reasoning · 1 work

 Works by year

2020s

20242 papers

 Papers

The most cited first (OpenAlex and our library).

  1. Recursive Introspection: Teaching Language Model Agents How to Self-Improve (2024 · 75 citations)
    Large language models, including strong proprietary ones, rarely fix their own mistakes when given more attempts at a problem, even when told an answer is wrong.
  2. Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents (2024 · 68 citations)
    LLMs that perform well on static text tasks often fail as autonomous web agents. Long multi-step interactions cause errors to accumulate. Fine-tuning only on expert demonstrations gives the model little exploratory experience. Agent Q addresses this by pairing search with learning. A Monte Carlo Tree Search (MCTS)…

 Co-authors here

4 co-authors with a page, the most papers together first.

Venues

Where their works here were published, the most works first, with the editions of those that have a page.

 Cited by

Papers of our library cite their works 117 times (of the 149,439 papers whose bibliographies we read); 29 citing papers with a page here →.

Updated

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