Elamur Research⌕
☰
home / authors / Andi Peng

Andi Peng

Andi Peng has 2 papers in our library, in 2024–2026; often with Alex Gu, Alexis Ross, Chenglei Si.

2 papers in our library · 2024–2026

OpenAlex · ORCID · Wikidata · h-index 7 · 22 works · 284 citations OpenAlex, 2026-10-14

📄 2 works in our library · 🔗 Cited 32 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #10504

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

 Affiliations

🎓Massachusetts Institute of TechnologyCambridge · United States2022–2026 · 11 papersEmploymentcurrent🔬MIT Computer Science and Artificial Intelligence LaboratoryCambridge · United States2023–2026 · 2 paperscurrent🏢MicrosoftRedmond · United States2019–2020 · 4 papers

From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine.

 Fields, topics and concepts

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

📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works

 Works by year

2020s

20261 paper20241 paper

 Papers

The most cited first (OpenAlex and our library).

  1. Learning How Hard to Think: Input-Adaptive Allocation of LM Computation (2024 · 22 citations)
    Costly decoding strategies such as best-of-k sampling with reranking, or calling a stronger model, improve LM outputs, but they are usually applied uniformly to every query.
  2. Scaling Collaborative Effort with Agents (2026 · 7 citations)
    This position paper argues that LLM agents are mostly built and judged as one-shot task finishers. That suits poorly the many real tasks where user goals are vague and change as work proceeds. The authors present five case studies (data analysis, travel planning, financial advising, education, math discovery). In…

All works

3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them.

  1. Learning How Hard to Think: Input-Adaptive Allocation of LM ComputationarXiv:2410.04707Mehul Damani, Idan Shenfeld, Andi Peng, et al.2024 · 22 citations
  2. Scaling Collaborative Effort with AgentsFindings of the Association for Computational LinguisticsShannon Zejiang Shen, Valerie Chen, Ken Gu, et al.2026 · 7 citations
  3. Stress-Testing Model Specs Reveals Character Differences among Language Models ↗arXiv (Cornell University) · no summary yetZhang, Jifan et al.2025 · 4 citations

 Co-authors here

8 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 32 times (of the 149,439 papers whose bibliographies we read); 9 citing papers with a page here →.

Updated

This page in Markdown → https://md.research.elamur.ai/free/en/authors/andi-peng/