wuyang
64 lines
1.5 KiB
Markdown
64 lines
1.5 KiB
Markdown
# Paper: Test-Time Adaptation for LLM Agents via Environment Interaction
|
|
|
|
---
|
|
type: paper
|
|
title: Test-Time Adaptation for LLM Agents via Environment Interaction
|
|
authors: Arthur Chen, Zuxin Liu, Jianguo Zhang, Akshara Prabhakar, Zhiwei Liu, Shelby Heinecke, Silvio Savarese, Victor Zhong, et al.
|
|
year: 2025
|
|
venue: arXiv
|
|
url: https://arxiv.org/abs/2511.04847
|
|
code_url:
|
|
source: arxiv
|
|
collected_at: 2026-07-08
|
|
published_at: 2025-11-06
|
|
updated_at: 2026-02-22
|
|
status: queued
|
|
relevance: high
|
|
topics:
|
|
- agent-evaluation
|
|
- agent-safety
|
|
- embodied-agent
|
|
- rag
|
|
- tool-use
|
|
- world-model
|
|
methods:
|
|
-
|
|
benchmarks:
|
|
-
|
|
models:
|
|
-
|
|
datasets:
|
|
- cs.LG
|
|
related_concepts:
|
|
-
|
|
related_jobs:
|
|
-
|
|
related_experiments:
|
|
-
|
|
related_projects:
|
|
-
|
|
collection_score: 18
|
|
collection_queries: function-calling
|
|
---
|
|
|
|
## One-line Takeaway
|
|
|
|
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
|
|
|
|
## Why Collected
|
|
|
|
- matched queries: function-calling
|
|
- inferred topics: agent-evaluation, agent-safety, embodied-agent, rag, tool-use, world-model
|
|
- arXiv categories: cs.LG
|
|
- collection score: 18
|
|
|
|
## Review Checklist
|
|
|
|
- Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
|
|
- Does it include a benchmark, dataset, code, or reproducible experimental setup?
|
|
- Should it be promoted from `queued` to `skimmed` or `summarized`?
|
|
|
|
## Links
|
|
|
|
- arXiv: https://arxiv.org/abs/2511.04847
|