Pith Number

pith:RQNUFVZD

pith:2025:RQNUFVZD4U2KYRRZIOBCQ4EMUZ

not attested not anchored not stored refs pending

Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1

Lu Qiu, Rui Wang, Xihui Liu, Yi Chen, Ying Shan, Yixiao Ge, Yuying Ge

arxiv:2503.24376 v1 · 2025-03-31 · cs.CV · cs.AI · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RQNUFVZD4U2KYRRZIOBCQ4EMUZ}

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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

7 papers in Pith

CaST-Bench: Benchmarking Causal Chain-Grounded Spatio-Temporal Reasoning for Video Question Answering

Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding

MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding

Video-Holmes: Can MLLM Think Like Holmes for Complex Video Reasoning?

Receipt and verification

First computed	2026-07-05T10:42:09.454691Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c1b42d723e534ac4639438228708ca65980e05a94c243e9bd69e2684b18f272

Aliases

arxiv: 2503.24376 · arxiv_version: 2503.24376v1 · doi: 10.48550/arxiv.2503.24376 · pith_short_12: RQNUFVZD4U2K · pith_short_16: RQNUFVZD4U2KYRRZ · pith_short_8: RQNUFVZD

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/RQNUFVZD4U2KYRRZIOBCQ4EMUZ \
  | 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: 8c1b42d723e534ac4639438228708ca65980e05a94c243e9bd69e2684b18f272

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3094bb2f4ceaf513d3f9296993c718e464c2198624883a81ec629cbac208681a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-31T17:55:23Z",
    "title_canon_sha256": "2a21d8ab4e359c4de44b691063ca29a2b9e733746c40d6523e6f1085d83a3e09"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.24376",
    "kind": "arxiv",
    "version": 1
  }
}