Pith Number

pith:4AZXZF4L

pith:2025:4AZXZF4L4TDULFMIFWYGQZBY7M

not attested not anchored not stored refs pending

TimeMaster: Training Time-Series Multimodal LLMs to Reason via Reinforcement Learning

Duanqing Xu, Junru Zhang, Lang Feng, Xu Guo, Yabo Dong, Yuhan Wu

arxiv:2506.13705 v1 · 2025-06-16 · cs.LG · 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{4AZXZF4L4TDULFMIFWYGQZBY7M}

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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

2 papers in Pith

Universal Interatomic Potentials as Configuration-Space Generators for One-Shot and Iterative Fine-Tuning of Ab Initio-Accurate Material-Specific Models

A Unified Framework for Modeling Heterogeneous Financial Data via Dual-Granularity Prompting

Receipt and verification

First computed	2026-07-05T11:22:25.269011Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0337c978be4c74595882db0686438fb2102c50965628f24a1dd32e0f2c57cf9

Aliases

arxiv: 2506.13705 · arxiv_version: 2506.13705v1 · doi: 10.48550/arxiv.2506.13705 · pith_short_12: 4AZXZF4L4TDU · pith_short_16: 4AZXZF4L4TDULFMI · pith_short_8: 4AZXZF4L

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/4AZXZF4L4TDULFMIFWYGQZBY7M \
  | 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: e0337c978be4c74595882db0686438fb2102c50965628f24a1dd32e0f2c57cf9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa6ce0770b4d3d0c053b815ac85155f4bd5c40df7bdceae18c20dcfe060ebee3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-16T17:12:26Z",
    "title_canon_sha256": "a0d9e2520065de50f900df505456646e3115b54f3d4e7e41dafcae3d8fc3625c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.13705",
    "kind": "arxiv",
    "version": 1
  }
}