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EditAgent: Rethinking Agentic Image Editing

Agentic image editors decompose complex requests into steps, but when a step fails, they mostly retry with the same narrow set of tools and a judge that scores each output by eye directly. We argue th

  • Upvotes11
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#24Peak rank
4Days on list
51Score · 7d
Oct 30, 2026First seen
Rank · 7 days

About this paper

EditAgent broadens agentic image editing by routing steps to diverse editors and using verification records for listwise judging, improving reliability and efficiency.

Agentic image editors decompose complex requests into steps, but when a step fails, they mostly retry with the same narrow set of tools and a judge that scores each output by eye directly. We argue that such agents are bounded by two spaces: the action space of what the agent can do, and the observation space of what its judge can see. On our expert-annotated benchmark, a general-purpose editor yields no usable result in over 40% of the cases, and no judge is reliable across edit types. We present EditAgent, which expands both spaces. It routes each step to general editors and specialized methods, and attaches to each candidate a verification record. With these records, off-the-shelf VLM…

agentic image editorsaction spaceobservation spaceVLM judgesverification recordslistwise judgingreward modelsopen-weight editors
Upvotes
11
Authors
8
Published
Oct 29, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

EditAgent: Rethinking Agentic Image Editing was first seen on Hugging Face · Daily papers on Oct 30, 2026. Since then it has appeared in 37 checks on 4 different days. Its best position was #24 of 30, reached on Oct 30, 09:28 UTC. It dropped off the list after Nov 2, 07:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Oct 30Oct 31Oct 31Nov 1Nov 2 Oct 30, 07:28 UTC · #26Oct 30, 09:28 UTC · #24Oct 30, 11:28 UTC · #26Oct 30, 13:28 UTC · #28Oct 30, 15:28 UTC · #28Oct 30, 17:28 UTC · #26Oct 30, 19:28 UTC · #27Oct 30, 21:28 UTC · #27Oct 30, 23:28 UTC · #27Oct 31, 01:28 UTC · #27Oct 31, 03:28 UTC · #27Oct 31, 05:28 UTC · #26Oct 31, 07:28 UTC · #26Oct 31, 09:28 UTC · #26Oct 31, 11:28 UTC · #26Oct 31, 13:28 UTC · #26Oct 31, 15:28 UTC · #26Oct 31, 17:28 UTC · #26Oct 31, 19:28 UTC · #26Oct 31, 21:28 UTC · #26Oct 31, 23:28 UTC · #26Nov 1, 01:28 UTC · #26Nov 1, 03:28 UTC · #26Nov 1, 05:28 UTC · #26Nov 1, 07:28 UTC · #26Nov 1, 09:28 UTC · #27Nov 1, 11:28 UTC · #26Nov 1, 13:28 UTC · #26Nov 1, 15:28 UTC · #26Nov 1, 17:28 UTC · #26Nov 1, 19:28 UTC · #26Nov 1, 21:28 UTC · #26Nov 1, 23:28 UTC · #26Nov 2, 01:28 UTC · #25Nov 2, 03:28 UTC · #26Nov 2, 05:28 UTC · #26Nov 2, 07:28 UTC · #27

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

04711 Oct 30Oct 31Oct 31Nov 1Nov 2 Oct 30, 07:28 UTC · 5Oct 30, 09:28 UTC · 7Oct 30, 11:28 UTC · 7Oct 30, 13:28 UTC · 7Oct 30, 15:28 UTC · 7Oct 30, 17:28 UTC · 7Oct 30, 19:28 UTC · 8Oct 30, 21:28 UTC · 8Oct 30, 23:28 UTC · 8Oct 31, 01:28 UTC · 8Oct 31, 03:28 UTC · 8Oct 31, 05:28 UTC · 9Oct 31, 07:28 UTC · 9Oct 31, 09:28 UTC · 9Oct 31, 11:28 UTC · 9Oct 31, 13:28 UTC · 9Oct 31, 15:28 UTC · 10Oct 31, 17:28 UTC · 10Oct 31, 19:28 UTC · 10Oct 31, 21:28 UTC · 10Oct 31, 23:28 UTC · 10Nov 1, 01:28 UTC · 10Nov 1, 03:28 UTC · 10Nov 1, 05:28 UTC · 10Nov 1, 07:28 UTC · 10Nov 1, 09:28 UTC · 10Nov 1, 11:28 UTC · 10Nov 1, 13:28 UTC · 10Nov 1, 15:28 UTC · 10Nov 1, 17:28 UTC · 10Nov 1, 19:28 UTC · 10Nov 1, 21:28 UTC · 10Nov 1, 23:28 UTC · 10Nov 2, 01:28 UTC · 11Nov 2, 03:28 UTC · 11Nov 2, 05:28 UTC · 11Nov 2, 07:28 UTC · 11

Questions

Is EditAgent: Rethinking Agentic Image Editing trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 2, 07:28 UTC, after 4 days of trending.

What is the highest rank EditAgent: Rethinking Agentic Image Editing reached?

#24 on Hugging Face · Daily papers, on Oct 30, 09:28 UTC. Trendoday checks this list every 120 minutes.

How long has EditAgent: Rethinking Agentic Image Editing been trending?

It was first seen on Oct 30, 2026 and has been on the list on 4 days (37 checks) since.