Pith Number

pith:YFLLQD47

pith:2025:YFLLQD47JIVUI73MKA3J2PCSRJ

not attested not anchored not stored refs pending

Memory-enhanced Retrieval Augmentation for Long Video Understanding

Hongjin Qian, Huaying Yuan, Ji-Rong Wen, Minghao Qin, Nicu Sebe, Yan Shu, Zheng Liu, Zhicheng Dou

arxiv:2503.09149 v2 · 2025-03-12 · cs.CV · cs.MM

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\usepackage{pith}
\pithnumber{YFLLQD47JIVUI73MKA3J2PCSRJ}

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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

5 papers in Pith

Watch, Remember, Reason: Human-View Video Understanding with MLLMs

SuperMemory-VQA: An Egocentric Visual Question-Answering Benchmark for Long-Horizon Memory

LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding

Persistent Visual Memory: Sustaining Perception for Deep Generation in LVLMs

Receipt and verification

First computed	2026-07-05T11:24:16.294436Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c156b80f9f4a2b447f6c50369d3c528a6266760b1b6da358c153a021954f1b82

Aliases

arxiv: 2503.09149 · arxiv_version: 2503.09149v2 · doi: 10.48550/arxiv.2503.09149 · pith_short_12: YFLLQD47JIVU · pith_short_16: YFLLQD47JIVUI73M · pith_short_8: YFLLQD47

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/YFLLQD47JIVUI73MKA3J2PCSRJ \
  | 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: c156b80f9f4a2b447f6c50369d3c528a6266760b1b6da358c153a021954f1b82

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bbe9f81ddf0fac473c6c0c27094ebd4c14d4a28c576a6e69c4869cdf90f33a34",
    "cross_cats_sorted": [
      "cs.MM"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-03-12T08:23:32Z",
    "title_canon_sha256": "2d7d1d728d01bce8b3f552440ddc06fae8a43d083b99f7f19dd615cb06861cc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.09149",
    "kind": "arxiv",
    "version": 2
  }
}