Home › Code › apply_chunking_to_forward

apply_chunking_to_forward

Syntologyentry name in harvested coderead from the graph 2026-09-25

apply_chunking_to_forward appears in the code Syntology harvested for 25 papers, as 5 distinct code bodies found in 25 places (a place is one code body under one paper). At least one of them ran in 0 of the papers; 0 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 apply_chunking_to_forward 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 0 of the 5 distinct code bodies named apply_chunking_to_forward; 5 are unverified. One tile per status, in the site's fixed vocabulary, each code body counted once:

0ran · honoured contract
0ran · violated contract
0ran · our draft was wrong
0ran · fixture could not drive it
0ran
5unverified
0fingerprinted

Licence is a property of each copy, so it is counted per place: 9 of the 25 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

25 papers shown of 25, newest first; 25 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 1 papers added by Syntology; 1 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
Relieving the Over-Aggregating Effect in Graph Transformers added by Syntology 2025-10 (from id) sunjss/over-aggregating/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Benchmarking Positional Encodings for GNNs and Graph Transformers 19 Nov 2024 ETH-DISCO/Benchmarking-PEs/grit/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Next Level Message-Passing with Hierarchical Support Graphs 22 Jun 2024 carlosinator/support-graphs/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
What Can We Learn from State Space Models for Machine Learning on Graphs? 9 Jun 2024 graph-com/gssc/gssc/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Graph External Attention Enhanced Transformer 31 May 2024 icm1018/GEAET/GEAET/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Towards a General Recipe for Combinatorial Optimization with Multi-Filter GNNs 31 May 2024 wenkelf/copt/graphgym/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Spatio-Spectral Graph Neural Networks 29 May 2024 sigeisler/s2gnn/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Distinguished In Uniform: Self Attention Vs. Virtual Nodes 20 May 2024 toenshoff/vn-vs-gt/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Comparing Graph Transformers via Positional Encodings 22 Feb 2024 blackmit/comparing_graph_transformers_via_positional_encodings/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Unifying Generation and Prediction on Graphs with Latent Graph Diffusion 4 Feb 2024 zhouc20/latentgraphdiffusion/lgd/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Topology-Informed Graph Transformer 3 Feb 2024 leemingo/tigt/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Graph Convolutions Enrich the Self-Attention in Transformers! 7 Dec 2023 rampasek/GraphGPS/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Ego-Exo4D: Understanding Skilled Human Activity from First- and Third-Person Perspectives 30 Nov 2023 facebookresearch/EgoVLPv2/EgoVLPv2/model/roberta.py 7a80cf522c830aeb unverified MIT (permissive)
Neural Atoms: Propagating Long-range Interaction in Molecular Graphs through Efficient Communication Channel 2 Nov 2023 tmlr-group/neuralatom/2D_Molecule/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes 30 Oct 2023 zhouc20/HodgeRandomWalk/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Non-backtracking Graph Neural Networks 11 Oct 2023 seonghyun26/nba-gnn/lrgb/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified no licence file found · pointer only
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark 1 Sep 2023 toenshoff/lrgb/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Learning Large Graph Property Prediction via Graph Segment Training 21 May 2023 kaidic/gst/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Multiresolution Graph Transformers and Wavelet Positional Encoding for Learning Hierarchical Structures 17 Feb 2023 vijaydwivedi75/lrgb/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Attending to Graph Transformers 8 Feb 2023 luis-mueller/probing-graph-transformers/graphgps/layer/bigbird_layer.py ae56bcfaae96da3c unverified MIT (permissive)
Fine-mixing: Mitigating Backdoors in Fine-tuned Language Models 18 Oct 2022 huggingface/pytorch-transformers/src/transformers/pytorch_utils.py 6921551bf74e9179 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
VoLTA: Vision-Language Transformer with Weakly-Supervised Local-Feature Alignment 9 Oct 2022 ShramanPramanick/VoLTA/Pre-training/roberta.py 7a80cf522c830aeb unverified MIT (permissive)
SurvTRACE: Transformers for Survival Analysis with Competing Events 2 Oct 2021 RyanWangZf/SurvTRACE/survtrace/modeling_bert.py ab31c7a534e00c4f unverified MIT (permissive)
Parsing as Pretraining 5 Feb 2020 huggingface/pytorch-pretrained-BERT/src/transformers/pytorch_utils.py 6921551bf74e9179 unverified Apache-2.0 recorded; this copy not marked cleared · pointer only
arXiv:2025.acl-long.274 HKUST-KnowComp/TEGA/model/base_bert.py 4dddbda19cbfa5e1 unverified MIT (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