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find_multiple

Syntologyentry name in harvested coderead from the graph 2026-09-24

find_multiple appears in the code Syntology harvested for 31 papers, as 7 distinct code bodies found in 31 places (a place is one code body under one paper). At least one of them ran in 30 of the papers; 6 of the code bodies carry a behaviour fingerprint.

What this page is not. Routines are grouped here by the exact string of their function or class name. Nothing asserts that two samples named find_multiple do the same thing, share code, or are comparable; the name is a string, not an identity. Behaviour outputs (what a fingerprinted sample returned on the shared battery) are not in this export and are not shown here; the graph at syntology.ai holds them. "Ran" means executed on a synthesized fixture, not that the code is correct or reproduces a paper.

Samples Syntology

Syntology ran 6 of the 7 distinct code bodies named find_multiple; 1 is unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

3ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
3ran
1unverified
6fingerprinted

Licence is a property of each copy, so it is counted per place: 6 of the 31 places are pointer only (Syntology does not serve that copy's text). This site shows no code text for any sample; every row below links to the file in its repository where the record names one.

“Ran” means the sample executed on a synthesized input; it does not mean the output is correct. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code, and those samples did run. The ran count above is every status except unverified, the same rule as each paper page.

Papers

31 papers shown of 31, newest first; 31 places in the table. A paper with no recorded date is placed by the month its arXiv id encodes, shown in the Date column as YYYY-MM (from id). One row per place: a paper whose repository defines the name more than once appears more than once, and the same code body held for several papers appears once under each, with the same status. Titles and dates are the archive's archive 2025-07-28 for papers in the archive, and the graph's for 4 papers added by Syntology; 2 papers have no page here and are shown by arXiv id only. Status and fingerprint are Syntology's record of each code body; licence is recorded for each place. The File cell ends with the code body's code_sha256, Syntology's identity for that exact code: an agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.

PaperDateFileStatus SyntologyLicence
From Sounds to Scenes: A Benchmark for Evaluating Context-Aware Auditory Scene Understanding in Large Audio Language Models added by Syntology 2026-06 (from id) Zyphra/Zonos/zonos/utils.py 969b47c0ccdf8127 ran fingerprinted Apache-2.0 (permissive)
FastMix: Fast Data Mixture Optimization via Gradient Descent added by Syntology 2026-06 (from id) hrtan/fastmix/lit_gpt/utils.py f5d9c92914e0ccfa ran fingerprinted no licence file found · pointer only
SOCKET: SOft Collision Kernel EsTimator for Sparse Attention added by Syntology 2026-02 (from id) amarka8/SOCKET/GPT-FAST/model.py aba86ffbed27ba65 ran · honoured contract fingerprinted no licence file found · pointer only
Reject Only Critical Tokens: Pivot-Aware Speculative Decoding added by Syntology 2025-11 (from id) amir-zsh/PAD/src/gpt_fast/model.py aba86ffbed27ba65 ran · honoured contract fingerprinted no licence file found · pointer only
D-AR: Diffusion via Autoregressive Models 29 May 2025 showlab/d-ar/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Training-Free Watermarking for Autoregressive Image Generation 20 May 2025 maifoundations/indexmark/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Autoregressive Image Generation with Randomized Parallel Decoding 13 Mar 2025 hp-l33/ARPG/models/arpg.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
"Principal Components" Enable A New Language of Images 11 Mar 2025 visual-gen/semanticist/semanticist/stage2/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Fractal Generative Models 24 Feb 2025 LTH14/fractalgen/models/ar.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Ladder-residual: parallelism-aware architecture for accelerating large model inference with communication overlapping 11 Jan 2025 mayank31398/ladder-residual-inference/gpt_fast/gpt_ladder_TP.py aba86ffbed27ba65 ran · honoured contract fingerprinted BSD-3-Clause (permissive)
ZipAR: Accelerating Auto-regressive Image Generation through Spatial Locality 5 Dec 2024 ThisisBillhe/ZipAR/LlamaGen-ZipAR/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted no licence file found · pointer only
PanoLlama: Generating Endless and Coherent Panoramas with Next-Token-Prediction LLMs 24 Nov 2024 0606zt/panollama/token_generator/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted no licence file found · pointer only
LARP: Tokenizing Videos with a Learned Autoregressive Generative Prior 28 Oct 2024 hywang66/LARP/models/larp_ar.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Mini-Omni2: Towards Open-source GPT-4o with Vision, Speech and Duplex Capabilities 15 Oct 2024 gpt-omni/mini-omni2/litgpt/utils.py f5d9c92914e0ccfa ran fingerprinted MIT (permissive)
ControlAR: Controllable Image Generation with Autoregressive Models 3 Oct 2024 hustvl/controlar/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Temporally Aligned Audio for Video with Autoregression 20 Sep 2024 ilpoviertola/V-AURA/models/modules/sampler/llama.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming 29 Aug 2024 gpt-omni/mini-omni/litgpt/utils.py f5d9c92914e0ccfa ran fingerprinted MIT (permissive)
Language Adaptation on a Tight Academic Compute Budget: Tokenizer Swapping Works and Pure bfloat16 Is Enough 28 Aug 2024 konstantinjdobler/tight-budget-llm-adaptation/dlib/utils.py b25892e03bf1cf0a ran fingerprinted MIT (permissive)
MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding 20 Aug 2024 infini-ai-lab/magicdec/Engine/SnapKV/model.py aba86ffbed27ba65 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Post-Training Sparse Attention with Double Sparsity 11 Aug 2024 andy-yang-1/doublesparse/models/model.py aba86ffbed27ba65 ran · honoured contract fingerprinted MIT (permissive)
Autoregressive Model Beats Diffusion: Llama for Scalable Image Generation 10 Jun 2024 foundationvision/llamagen/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted MIT (permissive)
MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models 10 Jun 2024 cxcscmu/MATES/src/lit_gpt/utils.py f5d9c92914e0ccfa ran fingerprinted MIT (permissive)
Improving Transformers with Dynamically Composable Multi-Head Attention 14 May 2024 caiyun-ai/dcformer/pytorch/dcformer/modeling_dcformer.py aba86ffbed27ba65 ran · honoured contract fingerprinted MIT (permissive)
Universal Visual Decomposer: Long-Horizon Manipulation Made Easy 12 Oct 2023 zcczhang/uvd/uvd/models/nn/transformer.py aba86ffbed27ba65 ran · honoured contract fingerprinted MIT (permissive)
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting 12 Oct 2023 time-series-foundation-models/lag-llama/lag_llama/model/module.py aba86ffbed27ba65 ran · honoured contract fingerprinted Apache-2.0 (permissive)
Whispering LLaMA: A Cross-Modal Generative Error Correction Framework for Speech Recognition 10 Oct 2023 srijith-rkr/whispering-llama/lit_llama/utils.py aba86ffbed27ba65 ran · honoured contract fingerprinted MIT (permissive)
From Discrete Tokens to High-Fidelity Audio Using Multi-Band Diffusion 2 Aug 2023 metavoiceio/metavoice-src/fam/llm/fast_model.py 5b392490c1dd0292 unverified Apache-2.0 (permissive)
Llama 2: Open Foundation and Fine-Tuned Chat Models 18 Jul 2023 Lightning-AI/lit-gpt/litgpt/model.py ffe8d3a5e6f4b477 ran · honoured contract fingerprinted Apache-2.0 (permissive)
LLaMA: Open and Efficient Foundation Language Models 27 Feb 2023 identical code first harvested elsewhere aba86ffbed27ba65 ran · honoured contract fingerprinted licence of this copy not recorded
arXiv:openreview_utRSxIkoSJ hustyyq/ConceptTok/autoregressive/models/gpt.py f6ff7671338c9c92 ran · honoured contract fingerprinted Apache-2.0 (permissive)
arXiv:2025.acl-industry.15 Lightning-AI/litgpt/litgpt/config.py ffe8d3a5e6f4b477 ran · honoured contract fingerprinted Apache-2.0 (permissive)

This site shows no code text; each File cell links to the file on GitHub at the repository's current default branch, which may have changed since the harvest. "Pointer only" means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence cell for the reason. Per-sample records for a paper are on its paper page under "Code Syntology ran".

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections