Pith Number

pith:ADUZIQ2I

pith:2026:ADUZIQ2IT4Y53I7FZWGL7RDVEE

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ReVision: Scaling Computer-Use Agents via Temporal Visual Redundancy Reduction

Amirhossein Abaskohi, Giuseppe Carenini, Peter West, Pranit Chawla, Vibhav Vineet, Yuhang He

ReVision removes redundant visual patches from agent history screenshots to cut token usage by 46 percent while raising success rates by 3 percent.

arxiv:2605.11212 v3 · 2026-05-11 · cs.CL

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\usepackage{pith}
\pithnumber{ADUZIQ2IT4Y53I7FZWGL7RDVEE}

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3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Claims

C1strongest claim

when processing trajectories with 5 history screenshots using Qwen2.5-VL-7B, ReVision reduces token usage by approximately 46% on average while improving success rate by 3% over the no drop baseline. This establishes a clear efficiency gain, enabling agents to process longer trajectories with fewer tokens.

C2weakest assumption

The learned patch selector accurately identifies and removes only redundant patches without discarding task-critical visual information required for correct agent actions.

C3one line summary

ReVision reduces visual token usage by 46% on average in agent trajectories via a learned patch selector and improves success rates by 3% on three benchmarks, showing that history saturation stems from inefficient representations rather than lack of utility.

Receipt and verification

First computed	2026-06-09T01:04:43.527598Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00e99443489f31dda3e5cd8cbfc475212e54e7cf43d283b661d28d31690576ea

Aliases

arxiv: 2605.11212 · arxiv_version: 2605.11212v3 · doi: 10.48550/arxiv.2605.11212 · pith_short_12: ADUZIQ2IT4Y5 · pith_short_16: ADUZIQ2IT4Y53I7F · pith_short_8: ADUZIQ2I

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/ADUZIQ2IT4Y53I7FZWGL7RDVEE \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 00e99443489f31dda3e5cd8cbfc475212e54e7cf43d283b661d28d31690576ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f02f78b173f689067b109e15afd28d0da8778a3d70b888e35f85d6da381654c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-11T20:27:54Z",
    "title_canon_sha256": "d800b8ce1fee17a89f55d674060e49f0380e0fbdfd8a61325bb92fd03d953f19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.11212",
    "kind": "arxiv",
    "version": 3
  }
}