Pith Number

pith:MJFJIVCF

pith:2025:MJFJIVCFUMSPXMTQVPICWXCL5W

not attested not anchored not stored refs pending

Seg-R1: Segmentation Can Be Surprisingly Simple with Reinforcement Learning

Zuxuan Wu, Zuyao You

arxiv:2506.22624 v1 · 2025-06-27 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MJFJIVCFUMSPXMTQVPICWXCL5W}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

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.

Cited by

11 papers in Pith

From Structure to Synergy: A Survey of Vision-Language Perception Paradigm Evolution in Multimodal Large Language Models

Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning

InstanceControl: Controllable Complex Image Generation without Instance Labeling

EARL: Towards a Unified Analysis-Guided Reinforcement Learning Framework for Egocentric Interaction Reasoning and Pixel Grounding

ConceptSeg-R1: Segment Any Concept via Meta-Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:28:42.113825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

624a945445a324fbb270abd02b5c4bedbdc7196e9cb9d563b99505c684deb77f

Aliases

arxiv: 2506.22624 · arxiv_version: 2506.22624v1 · doi: 10.48550/arxiv.2506.22624 · pith_short_12: MJFJIVCFUMSP · pith_short_16: MJFJIVCFUMSPXMTQ · pith_short_8: MJFJIVCF

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/MJFJIVCFUMSPXMTQVPICWXCL5W \
  | 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: 624a945445a324fbb270abd02b5c4bedbdc7196e9cb9d563b99505c684deb77f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "79abc1f80b90e73737d02ada2b89e0f19d37358c97c274fd05915d0b8a734aad",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-06-27T20:40:45Z",
    "title_canon_sha256": "4ca69c3921d2a7d2a059de4d25f4117dbe28a1a73b5305f01a25c72cf56c43e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22624",
    "kind": "arxiv",
    "version": 1
  }
}