Pith Number

pith:3I54KFMZ

pith:2026:3I54KFMZVI5FJQ32BMWMKZKTPX

not attested not anchored not stored refs pending

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution

Bo Bao, Eric Sather, Sai Qian Zhang, Tianhua Xia, Vithursan Thangarasa, Xiangyang Yin, Yunhai Hu, Zining Liu

arxiv:2605.28678 v1 · 2026-05-27 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3I54KFMZVI5FJQ32BMWMKZKTPX}

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.

Receipt and verification

First computed	2026-05-28T02:04:59.643028Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da3bc51599aa3a54c37a0b2cc565537dce05b1f2d12a72bc86237b08aef90286

Aliases

arxiv: 2605.28678 · arxiv_version: 2605.28678v1 · doi: 10.48550/arxiv.2605.28678 · pith_short_12: 3I54KFMZVI5F · pith_short_16: 3I54KFMZVI5FJQ32 · pith_short_8: 3I54KFMZ

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/3I54KFMZVI5FJQ32BMWMKZKTPX \
  | 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: da3bc51599aa3a54c37a0b2cc565537dce05b1f2d12a72bc86237b08aef90286

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "595e3eb1be5f31d6ebc57f0ce096373c170d4fe63b9583522f6f8a7cdda2fda5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-05-27T16:11:10Z",
    "title_canon_sha256": "3083a9129c713f7db994d7619521eafe9f62f248cb07b56e3b5516337a57c4cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.28678",
    "kind": "arxiv",
    "version": 1
  }
}